{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_files=[]\n",
    "import os\n",
    "for root, dirs, files in os.walk(\"./\"):\n",
    "    for file in files:\n",
    "        if file.endswith(\".csv\"):\n",
    "             all_files.append(os.path.join(root, file))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features:\n",
      "\t Accelerometer1RMS\n",
      "\t Accelerometer2RMS\n",
      "\t Current\n",
      "\t Pressure\n",
      "\t Temperature\n",
      "\t Thermocouple\n",
      "\t Voltage\n",
      "\t Volume Flow RateRMS\n",
      "\t anomaly\n",
      "\t changepoint\n"
     ]
    }
   ],
   "source": [
    "dfs=[]\n",
    "for path in all_files:\n",
    "    df = pd.read_csv(path,index_col='datetime',sep=';',parse_dates=True)\n",
    "    dfs.append(df)\n",
    "print('Features:')\n",
    "for col in dfs[2].columns:\n",
    "    print('\\t',col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we need to load a specific type of experiments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "i,sum_an,sum_cp = 0,0,0\n",
    "for df in dfs[1:]:\n",
    "    sum_an += df.anomaly.sum()\n",
    "    sum_cp += df.changepoint.sum()\n",
    "    i +=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34, 13241.0, 130.0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i,sum_an,sum_cp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dfs=[]\n",
    "# for path in all_files:\n",
    "#     if 'valve2' in path:\n",
    "#         df = pd.read_csv(path,index_col='datetime',sep=';',parse_dates=True)\n",
    "#         dfs.append(df)\n",
    "#         print(len(df),df.index[-1]-df.index[0])\n",
    "#         plt.plot(df['Volume Flow RateRMS'][500:].rolling(5).mean().values,label=path)\n",
    "# plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**dfs** is the list of pandas.dataframes with experiments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Statistical properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\anomaly-free\\anomaly-free.csv\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "      <td>9401.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.212277</td>\n",
       "      <td>0.268553</td>\n",
       "      <td>2.568057</td>\n",
       "      <td>0.111429</td>\n",
       "      <td>89.506955</td>\n",
       "      <td>28.417508</td>\n",
       "      <td>228.490887</td>\n",
       "      <td>125.140908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.004728</td>\n",
       "      <td>0.004129</td>\n",
       "      <td>6.082034</td>\n",
       "      <td>0.252583</td>\n",
       "      <td>0.673482</td>\n",
       "      <td>0.757808</td>\n",
       "      <td>12.579837</td>\n",
       "      <td>1.671961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.193992</td>\n",
       "      <td>0.248062</td>\n",
       "      <td>0.855284</td>\n",
       "      <td>-1.257000</td>\n",
       "      <td>88.171300</td>\n",
       "      <td>26.765800</td>\n",
       "      <td>1.036640</td>\n",
       "      <td>118.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.210431</td>\n",
       "      <td>0.265524</td>\n",
       "      <td>2.129540</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.974200</td>\n",
       "      <td>27.841900</td>\n",
       "      <td>222.625000</td>\n",
       "      <td>124.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.212928</td>\n",
       "      <td>0.267378</td>\n",
       "      <td>2.541080</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>89.380500</td>\n",
       "      <td>28.624800</td>\n",
       "      <td>228.942000</td>\n",
       "      <td>125.672000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.215262</td>\n",
       "      <td>0.271934</td>\n",
       "      <td>2.728380</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>89.922400</td>\n",
       "      <td>29.068500</td>\n",
       "      <td>234.963000</td>\n",
       "      <td>126.328000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.225967</td>\n",
       "      <td>0.280214</td>\n",
       "      <td>233.203000</td>\n",
       "      <td>1.366420</td>\n",
       "      <td>91.724900</td>\n",
       "      <td>29.522100</td>\n",
       "      <td>252.806000</td>\n",
       "      <td>128.353000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        9401.000000        9401.000000  9401.000000  9401.000000   \n",
       "mean            0.212277           0.268553     2.568057     0.111429   \n",
       "std             0.004728           0.004129     6.082034     0.252583   \n",
       "min             0.193992           0.248062     0.855284    -1.257000   \n",
       "25%             0.210431           0.265524     2.129540     0.054711   \n",
       "50%             0.212928           0.267378     2.541080     0.054711   \n",
       "75%             0.215262           0.271934     2.728380     0.382638   \n",
       "max             0.225967           0.280214   233.203000     1.366420   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \n",
       "count  9401.000000   9401.000000  9401.000000          9401.000000  \n",
       "mean     89.506955     28.417508   228.490887           125.140908  \n",
       "std       0.673482      0.757808    12.579837             1.671961  \n",
       "min      88.171300     26.765800     1.036640           118.000000  \n",
       "25%      88.974200     27.841900   222.625000           124.000000  \n",
       "50%      89.380500     28.624800   228.942000           125.672000  \n",
       "75%      89.922400     29.068500   234.963000           126.328000  \n",
       "max      91.724900     29.522100   252.806000           128.353000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\other\\11.csv\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>665.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.079733</td>\n",
       "      <td>0.130707</td>\n",
       "      <td>1.926646</td>\n",
       "      <td>0.002440</td>\n",
       "      <td>87.953613</td>\n",
       "      <td>22.101079</td>\n",
       "      <td>230.308699</td>\n",
       "      <td>74.541546</td>\n",
       "      <td>0.577444</td>\n",
       "      <td>0.006015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.007020</td>\n",
       "      <td>0.011649</td>\n",
       "      <td>8.932977</td>\n",
       "      <td>0.263618</td>\n",
       "      <td>0.670718</td>\n",
       "      <td>0.018344</td>\n",
       "      <td>13.904155</td>\n",
       "      <td>6.631012</td>\n",
       "      <td>0.494338</td>\n",
       "      <td>0.077381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.589853</td>\n",
       "      <td>-1.257000</td>\n",
       "      <td>86.553400</td>\n",
       "      <td>22.067000</td>\n",
       "      <td>1.979620</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.079977</td>\n",
       "      <td>0.129748</td>\n",
       "      <td>1.220290</td>\n",
       "      <td>-0.273216</td>\n",
       "      <td>87.370500</td>\n",
       "      <td>22.086000</td>\n",
       "      <td>224.340000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.080419</td>\n",
       "      <td>0.131496</td>\n",
       "      <td>1.687290</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.091800</td>\n",
       "      <td>22.100500</td>\n",
       "      <td>230.871000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.080931</td>\n",
       "      <td>0.133519</td>\n",
       "      <td>1.887060</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.457500</td>\n",
       "      <td>22.116100</td>\n",
       "      <td>237.324000</td>\n",
       "      <td>76.019400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.082504</td>\n",
       "      <td>0.138089</td>\n",
       "      <td>231.720000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>89.151000</td>\n",
       "      <td>22.143200</td>\n",
       "      <td>254.128000</td>\n",
       "      <td>77.980600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS     Current    Pressure  \\\n",
       "count         665.000000         665.000000  665.000000  665.000000   \n",
       "mean            0.079733           0.130707    1.926646    0.002440   \n",
       "std             0.007020           0.011649    8.932977    0.263618   \n",
       "min             0.000000           0.000000    0.589853   -1.257000   \n",
       "25%             0.079977           0.129748    1.220290   -0.273216   \n",
       "50%             0.080419           0.131496    1.687290    0.054711   \n",
       "75%             0.080931           0.133519    1.887060    0.054711   \n",
       "max             0.082504           0.138089  231.720000    0.710565   \n",
       "\n",
       "       Temperature  Thermocouple     Voltage  Volume Flow RateRMS     anomaly  \\\n",
       "count   665.000000    665.000000  665.000000           665.000000  665.000000   \n",
       "mean     87.953613     22.101079  230.308699            74.541546    0.577444   \n",
       "std       0.670718      0.018344   13.904155             6.631012    0.494338   \n",
       "min      86.553400     22.067000    1.979620             0.000000    0.000000   \n",
       "25%      87.370500     22.086000  224.340000            74.000000    0.000000   \n",
       "50%      88.091800     22.100500  230.871000            75.000000    1.000000   \n",
       "75%      88.457500     22.116100  237.324000            76.019400    1.000000   \n",
       "max      89.151000     22.143200  254.128000            77.980600    1.000000   \n",
       "\n",
       "       changepoint  \n",
       "count   665.000000  \n",
       "mean      0.006015  \n",
       "std       0.077381  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       0.000000  \n",
       "max       1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\other\\12.csv\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "      <td>1137.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.081098</td>\n",
       "      <td>0.132212</td>\n",
       "      <td>1.573211</td>\n",
       "      <td>0.011449</td>\n",
       "      <td>86.980258</td>\n",
       "      <td>22.112552</td>\n",
       "      <td>230.035659</td>\n",
       "      <td>76.047435</td>\n",
       "      <td>0.350044</td>\n",
       "      <td>0.003518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000639</td>\n",
       "      <td>0.002566</td>\n",
       "      <td>0.385167</td>\n",
       "      <td>0.256350</td>\n",
       "      <td>0.857701</td>\n",
       "      <td>0.016770</td>\n",
       "      <td>11.052438</td>\n",
       "      <td>1.041825</td>\n",
       "      <td>0.477193</td>\n",
       "      <td>0.059235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.079158</td>\n",
       "      <td>0.125210</td>\n",
       "      <td>0.598223</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>85.280200</td>\n",
       "      <td>22.078000</td>\n",
       "      <td>203.887000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.080629</td>\n",
       "      <td>0.130171</td>\n",
       "      <td>1.296880</td>\n",
       "      <td>-0.273216</td>\n",
       "      <td>86.364100</td>\n",
       "      <td>22.099900</td>\n",
       "      <td>223.636000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.081074</td>\n",
       "      <td>0.132053</td>\n",
       "      <td>1.654900</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>86.824800</td>\n",
       "      <td>22.110100</td>\n",
       "      <td>230.496000</td>\n",
       "      <td>76.020100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.081548</td>\n",
       "      <td>0.134189</td>\n",
       "      <td>1.869030</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>87.596400</td>\n",
       "      <td>22.126100</td>\n",
       "      <td>236.537000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.083113</td>\n",
       "      <td>0.138839</td>\n",
       "      <td>2.328460</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>88.993500</td>\n",
       "      <td>22.155600</td>\n",
       "      <td>254.611000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1137.000000        1137.000000  1137.000000  1137.000000   \n",
       "mean            0.081098           0.132212     1.573211     0.011449   \n",
       "std             0.000639           0.002566     0.385167     0.256350   \n",
       "min             0.079158           0.125210     0.598223    -0.601143   \n",
       "25%             0.080629           0.130171     1.296880    -0.273216   \n",
       "50%             0.081074           0.132053     1.654900     0.054711   \n",
       "75%             0.081548           0.134189     1.869030     0.054711   \n",
       "max             0.083113           0.138839     2.328460     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1137.000000   1137.000000  1137.000000          1137.000000   \n",
       "mean     86.980258     22.112552   230.035659            76.047435   \n",
       "std       0.857701      0.016770    11.052438             1.041825   \n",
       "min      85.280200     22.078000   203.887000            74.000000   \n",
       "25%      86.364100     22.099900   223.636000            75.000000   \n",
       "50%      86.824800     22.110100   230.496000            76.020100   \n",
       "75%      87.596400     22.126100   236.537000            77.000000   \n",
       "max      88.993500     22.155600   254.611000            78.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1137.000000  1137.000000  \n",
       "mean      0.350044     0.003518  \n",
       "std       0.477193     0.059235  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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      ".\\other\\13.csv\n"
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    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "      <td>968.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.081078</td>\n",
       "      <td>0.132600</td>\n",
       "      <td>1.568593</td>\n",
       "      <td>0.013720</td>\n",
       "      <td>86.941553</td>\n",
       "      <td>22.091347</td>\n",
       "      <td>229.702999</td>\n",
       "      <td>74.424737</td>\n",
       "      <td>0.411157</td>\n",
       "      <td>0.004132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.005878</td>\n",
       "      <td>0.009938</td>\n",
       "      <td>0.381874</td>\n",
       "      <td>0.271711</td>\n",
       "      <td>0.597618</td>\n",
       "      <td>0.020845</td>\n",
       "      <td>10.915416</td>\n",
       "      <td>5.867244</td>\n",
       "      <td>0.492298</td>\n",
       "      <td>0.064183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.601484</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>85.538700</td>\n",
       "      <td>22.020900</td>\n",
       "      <td>203.884000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.081035</td>\n",
       "      <td>0.131134</td>\n",
       "      <td>1.267692</td>\n",
       "      <td>-0.273216</td>\n",
       "      <td>86.463350</td>\n",
       "      <td>22.080500</td>\n",
       "      <td>223.559250</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.081507</td>\n",
       "      <td>0.133049</td>\n",
       "      <td>1.641210</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>87.010400</td>\n",
       "      <td>22.094700</td>\n",
       "      <td>230.203500</td>\n",
       "      <td>75.021100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.081942</td>\n",
       "      <td>0.135319</td>\n",
       "      <td>1.865890</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>87.421525</td>\n",
       "      <td>22.104950</td>\n",
       "      <td>236.128000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.083262</td>\n",
       "      <td>0.141581</td>\n",
       "      <td>2.347860</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>88.133000</td>\n",
       "      <td>22.133900</td>\n",
       "      <td>254.065000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS     Current    Pressure  \\\n",
       "count         968.000000         968.000000  968.000000  968.000000   \n",
       "mean            0.081078           0.132600    1.568593    0.013720   \n",
       "std             0.005878           0.009938    0.381874    0.271711   \n",
       "min             0.000000           0.000000    0.601484   -0.601143   \n",
       "25%             0.081035           0.131134    1.267692   -0.273216   \n",
       "50%             0.081507           0.133049    1.641210    0.054711   \n",
       "75%             0.081942           0.135319    1.865890    0.054711   \n",
       "max             0.083262           0.141581    2.347860    0.710565   \n",
       "\n",
       "       Temperature  Thermocouple     Voltage  Volume Flow RateRMS     anomaly  \\\n",
       "count   968.000000    968.000000  968.000000           968.000000  968.000000   \n",
       "mean     86.941553     22.091347  229.702999            74.424737    0.411157   \n",
       "std       0.597618      0.020845   10.915416             5.867244    0.492298   \n",
       "min      85.538700     22.020900  203.884000             0.000000    0.000000   \n",
       "25%      86.463350     22.080500  223.559250            72.000000    0.000000   \n",
       "50%      87.010400     22.094700  230.203500            75.021100    0.000000   \n",
       "75%      87.421525     22.104950  236.128000            77.000000    1.000000   \n",
       "max      88.133000     22.133900  254.065000            78.000000    1.000000   \n",
       "\n",
       "       changepoint  \n",
       "count   968.000000  \n",
       "mean      0.004132  \n",
       "std       0.064183  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       0.000000  \n",
       "max       1.000000  "
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "      <td>1153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.349906</td>\n",
       "      <td>0.419001</td>\n",
       "      <td>2.624921</td>\n",
       "      <td>0.109603</td>\n",
       "      <td>88.727598</td>\n",
       "      <td>29.361947</td>\n",
       "      <td>228.551417</td>\n",
       "      <td>126.152414</td>\n",
       "      <td>0.355594</td>\n",
       "      <td>0.001735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.193911</td>\n",
       "      <td>0.218177</td>\n",
       "      <td>6.684815</td>\n",
       "      <td>0.267872</td>\n",
       "      <td>0.287631</td>\n",
       "      <td>0.022597</td>\n",
       "      <td>12.900195</td>\n",
       "      <td>0.486211</td>\n",
       "      <td>0.478901</td>\n",
       "      <td>0.041631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.188217</td>\n",
       "      <td>0.249319</td>\n",
       "      <td>0.889359</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>87.939300</td>\n",
       "      <td>29.311000</td>\n",
       "      <td>2.639530</td>\n",
       "      <td>124.323000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.216147</td>\n",
       "      <td>0.268403</td>\n",
       "      <td>2.177520</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.480100</td>\n",
       "      <td>29.346800</td>\n",
       "      <td>223.104000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.219158</td>\n",
       "      <td>0.271992</td>\n",
       "      <td>2.565070</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.733900</td>\n",
       "      <td>29.356100</td>\n",
       "      <td>228.913000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.625555</td>\n",
       "      <td>0.719428</td>\n",
       "      <td>2.742790</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>88.959000</td>\n",
       "      <td>29.372800</td>\n",
       "      <td>235.242000</td>\n",
       "      <td>126.647000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.722747</td>\n",
       "      <td>0.800498</td>\n",
       "      <td>228.839000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>89.380800</td>\n",
       "      <td>29.458300</td>\n",
       "      <td>252.473000</td>\n",
       "      <td>127.679000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1153.000000        1153.000000  1153.000000  1153.000000   \n",
       "mean            0.349906           0.419001     2.624921     0.109603   \n",
       "std             0.193911           0.218177     6.684815     0.267872   \n",
       "min             0.188217           0.249319     0.889359    -0.601143   \n",
       "25%             0.216147           0.268403     2.177520     0.054711   \n",
       "50%             0.219158           0.271992     2.565070     0.054711   \n",
       "75%             0.625555           0.719428     2.742790     0.382638   \n",
       "max             0.722747           0.800498   228.839000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1153.000000   1153.000000  1153.000000          1153.000000   \n",
       "mean     88.727598     29.361947   228.551417           126.152414   \n",
       "std       0.287631      0.022597    12.900195             0.486211   \n",
       "min      87.939300     29.311000     2.639530           124.323000   \n",
       "25%      88.480100     29.346800   223.104000           126.000000   \n",
       "50%      88.733900     29.356100   228.913000           126.000000   \n",
       "75%      88.959000     29.372800   235.242000           126.647000   \n",
       "max      89.380800     29.458300   252.473000           127.679000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1153.000000  1153.000000  \n",
       "mean      0.355594     0.001735  \n",
       "std       0.478901     0.041631  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1147.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
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       "      <td>0.396699</td>\n",
       "      <td>2.436760</td>\n",
       "      <td>0.113892</td>\n",
       "      <td>88.653720</td>\n",
       "      <td>29.568254</td>\n",
       "      <td>228.782357</td>\n",
       "      <td>126.733533</td>\n",
       "      <td>0.349608</td>\n",
       "      <td>0.003487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.191054</td>\n",
       "      <td>0.196558</td>\n",
       "      <td>0.456951</td>\n",
       "      <td>0.256592</td>\n",
       "      <td>0.317396</td>\n",
       "      <td>0.052532</td>\n",
       "      <td>10.412964</td>\n",
       "      <td>0.673467</td>\n",
       "      <td>0.477054</td>\n",
       "      <td>0.058977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.191008</td>\n",
       "      <td>0.248731</td>\n",
       "      <td>0.887818</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>87.890000</td>\n",
       "      <td>29.424400</td>\n",
       "      <td>202.335000</td>\n",
       "      <td>124.644000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.210402</td>\n",
       "      <td>0.261537</td>\n",
       "      <td>2.177170</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.437100</td>\n",
       "      <td>29.540300</td>\n",
       "      <td>223.413500</td>\n",
       "      <td>126.321000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.212671</td>\n",
       "      <td>0.263915</td>\n",
       "      <td>2.553140</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.630700</td>\n",
       "      <td>29.574300</td>\n",
       "      <td>228.860000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.630258</td>\n",
       "      <td>0.691622</td>\n",
       "      <td>2.744340</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>88.912200</td>\n",
       "      <td>29.610200</td>\n",
       "      <td>234.189500</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.658716</td>\n",
       "      <td>0.735456</td>\n",
       "      <td>3.207430</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>89.384400</td>\n",
       "      <td>29.658900</td>\n",
       "      <td>252.171000</td>\n",
       "      <td>128.680000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1147.000000        1147.000000  1147.000000  1147.000000   \n",
       "mean            0.343183           0.396699     2.436760     0.113892   \n",
       "std             0.191054           0.196558     0.456951     0.256592   \n",
       "min             0.191008           0.248731     0.887818    -0.929070   \n",
       "25%             0.210402           0.261537     2.177170     0.054711   \n",
       "50%             0.212671           0.263915     2.553140     0.054711   \n",
       "75%             0.630258           0.691622     2.744340     0.382638   \n",
       "max             0.658716           0.735456     3.207430     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1147.000000   1147.000000  1147.000000          1147.000000   \n",
       "mean     88.653720     29.568254   228.782357           126.733533   \n",
       "std       0.317396      0.052532    10.412964             0.673467   \n",
       "min      87.890000     29.424400   202.335000           124.644000   \n",
       "25%      88.437100     29.540300   223.413500           126.321000   \n",
       "50%      88.630700     29.574300   228.860000           127.000000   \n",
       "75%      88.912200     29.610200   234.189500           127.000000   \n",
       "max      89.384400     29.658900   252.171000           128.680000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1147.000000  1147.000000  \n",
       "mean      0.349608     0.003487  \n",
       "std       0.477054     0.058977  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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      ".\\other\\16.csv\n"
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     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "      <td>1091.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.315882</td>\n",
       "      <td>0.367016</td>\n",
       "      <td>2.382214</td>\n",
       "      <td>0.117231</td>\n",
       "      <td>88.503252</td>\n",
       "      <td>29.764996</td>\n",
       "      <td>227.815712</td>\n",
       "      <td>127.008371</td>\n",
       "      <td>0.317140</td>\n",
       "      <td>0.003666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.164745</td>\n",
       "      <td>0.175649</td>\n",
       "      <td>0.484264</td>\n",
       "      <td>0.260974</td>\n",
       "      <td>0.321574</td>\n",
       "      <td>0.079044</td>\n",
       "      <td>10.855712</td>\n",
       "      <td>0.859505</td>\n",
       "      <td>0.465576</td>\n",
       "      <td>0.060467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.188173</td>\n",
       "      <td>0.229814</td>\n",
       "      <td>0.901802</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>87.665600</td>\n",
       "      <td>29.611300</td>\n",
       "      <td>201.555000</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.213440</td>\n",
       "      <td>0.258815</td>\n",
       "      <td>2.110615</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.278800</td>\n",
       "      <td>29.715550</td>\n",
       "      <td>221.483000</td>\n",
       "      <td>126.321000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.216232</td>\n",
       "      <td>0.261736</td>\n",
       "      <td>2.503460</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.466400</td>\n",
       "      <td>29.761300</td>\n",
       "      <td>228.498000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.407837</td>\n",
       "      <td>0.461080</td>\n",
       "      <td>2.710155</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>88.773400</td>\n",
       "      <td>29.803500</td>\n",
       "      <td>233.937500</td>\n",
       "      <td>127.682000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.649273</td>\n",
       "      <td>0.732399</td>\n",
       "      <td>3.223400</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>89.279300</td>\n",
       "      <td>30.024200</td>\n",
       "      <td>252.107000</td>\n",
       "      <td>129.365000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1091.000000        1091.000000  1091.000000  1091.000000   \n",
       "mean            0.315882           0.367016     2.382214     0.117231   \n",
       "std             0.164745           0.175649     0.484264     0.260974   \n",
       "min             0.188173           0.229814     0.901802    -0.601143   \n",
       "25%             0.213440           0.258815     2.110615     0.054711   \n",
       "50%             0.216232           0.261736     2.503460     0.054711   \n",
       "75%             0.407837           0.461080     2.710155     0.382638   \n",
       "max             0.649273           0.732399     3.223400     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1091.000000   1091.000000  1091.000000          1091.000000   \n",
       "mean     88.503252     29.764996   227.815712           127.008371   \n",
       "std       0.321574      0.079044    10.855712             0.859505   \n",
       "min      87.665600     29.611300   201.555000           124.000000   \n",
       "25%      88.278800     29.715550   221.483000           126.321000   \n",
       "50%      88.466400     29.761300   228.498000           127.000000   \n",
       "75%      88.773400     29.803500   233.937500           127.682000   \n",
       "max      89.279300     30.024200   252.107000           129.365000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1091.000000  1091.000000  \n",
       "mean      0.317140     0.003666  \n",
       "std       0.465576     0.060467  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.00000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "      <td>1147.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.219722</td>\n",
       "      <td>0.264393</td>\n",
       "      <td>2.794136</td>\n",
       "      <td>0.127330</td>\n",
       "      <td>88.35152</td>\n",
       "      <td>29.860100</td>\n",
       "      <td>227.654492</td>\n",
       "      <td>127.566976</td>\n",
       "      <td>0.351351</td>\n",
       "      <td>0.003487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.011639</td>\n",
       "      <td>0.012393</td>\n",
       "      <td>9.390838</td>\n",
       "      <td>0.259882</td>\n",
       "      <td>0.28483</td>\n",
       "      <td>0.046355</td>\n",
       "      <td>14.523556</td>\n",
       "      <td>0.629600</td>\n",
       "      <td>0.477601</td>\n",
       "      <td>0.058977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.208880</td>\n",
       "      <td>0.256805</td>\n",
       "      <td>0.897348</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>87.70880</td>\n",
       "      <td>29.776000</td>\n",
       "      <td>2.059780</td>\n",
       "      <td>125.317000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.216657</td>\n",
       "      <td>0.262125</td>\n",
       "      <td>2.117420</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.09830</td>\n",
       "      <td>29.826300</td>\n",
       "      <td>221.836000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.219330</td>\n",
       "      <td>0.264037</td>\n",
       "      <td>2.552510</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>88.37050</td>\n",
       "      <td>29.845500</td>\n",
       "      <td>228.337000</td>\n",
       "      <td>127.683000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.222093</td>\n",
       "      <td>0.265859</td>\n",
       "      <td>2.738025</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>88.58855</td>\n",
       "      <td>29.890350</td>\n",
       "      <td>234.497500</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.589896</td>\n",
       "      <td>0.673331</td>\n",
       "      <td>237.111000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>89.00980</td>\n",
       "      <td>29.998900</td>\n",
       "      <td>252.023000</td>\n",
       "      <td>129.684000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1147.000000        1147.000000  1147.000000  1147.000000   \n",
       "mean            0.219722           0.264393     2.794136     0.127330   \n",
       "std             0.011639           0.012393     9.390838     0.259882   \n",
       "min             0.208880           0.256805     0.897348    -0.601143   \n",
       "25%             0.216657           0.262125     2.117420     0.054711   \n",
       "50%             0.219330           0.264037     2.552510     0.054711   \n",
       "75%             0.222093           0.265859     2.738025     0.382638   \n",
       "max             0.589896           0.673331   237.111000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count   1147.00000   1147.000000  1147.000000          1147.000000   \n",
       "mean      88.35152     29.860100   227.654492           127.566976   \n",
       "std        0.28483      0.046355    14.523556             0.629600   \n",
       "min       87.70880     29.776000     2.059780           125.317000   \n",
       "25%       88.09830     29.826300   221.836000           127.000000   \n",
       "50%       88.37050     29.845500   228.337000           127.683000   \n",
       "75%       88.58855     29.890350   234.497500           128.000000   \n",
       "max       89.00980     29.998900   252.023000           129.684000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1147.000000  1147.000000  \n",
       "mean      0.351351     0.003487  \n",
       "std       0.477601     0.058977  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.00000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.345927</td>\n",
       "      <td>0.396581</td>\n",
       "      <td>2.421803</td>\n",
       "      <td>0.114855</td>\n",
       "      <td>87.445034</td>\n",
       "      <td>29.68201</td>\n",
       "      <td>227.797613</td>\n",
       "      <td>127.086658</td>\n",
       "      <td>0.351092</td>\n",
       "      <td>0.003493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.180635</td>\n",
       "      <td>0.194111</td>\n",
       "      <td>0.498078</td>\n",
       "      <td>0.244024</td>\n",
       "      <td>0.658721</td>\n",
       "      <td>0.20667</td>\n",
       "      <td>11.438814</td>\n",
       "      <td>1.268125</td>\n",
       "      <td>0.477520</td>\n",
       "      <td>0.059028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.210494</td>\n",
       "      <td>0.253698</td>\n",
       "      <td>0.884918</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>86.025800</td>\n",
       "      <td>29.32210</td>\n",
       "      <td>200.744000</td>\n",
       "      <td>123.316000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.228336</td>\n",
       "      <td>0.270778</td>\n",
       "      <td>2.123800</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>86.927800</td>\n",
       "      <td>29.51250</td>\n",
       "      <td>221.849000</td>\n",
       "      <td>126.317000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.233113</td>\n",
       "      <td>0.275407</td>\n",
       "      <td>2.558130</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>87.480600</td>\n",
       "      <td>29.69200</td>\n",
       "      <td>227.894000</td>\n",
       "      <td>127.634000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.627058</td>\n",
       "      <td>0.696501</td>\n",
       "      <td>2.763650</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>87.956400</td>\n",
       "      <td>29.82110</td>\n",
       "      <td>234.451000</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.657403</td>\n",
       "      <td>0.750723</td>\n",
       "      <td>3.259970</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>88.844600</td>\n",
       "      <td>30.11020</td>\n",
       "      <td>251.612000</td>\n",
       "      <td>129.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1145.000000        1145.000000  1145.000000  1145.000000   \n",
       "mean            0.345927           0.396581     2.421803     0.114855   \n",
       "std             0.180635           0.194111     0.498078     0.244024   \n",
       "min             0.210494           0.253698     0.884918    -0.601143   \n",
       "25%             0.228336           0.270778     2.123800     0.054711   \n",
       "50%             0.233113           0.275407     2.558130     0.054711   \n",
       "75%             0.627058           0.696501     2.763650     0.382638   \n",
       "max             0.657403           0.750723     3.259970     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1145.000000    1145.00000  1145.000000          1145.000000   \n",
       "mean     87.445034      29.68201   227.797613           127.086658   \n",
       "std       0.658721       0.20667    11.438814             1.268125   \n",
       "min      86.025800      29.32210   200.744000           123.316000   \n",
       "25%      86.927800      29.51250   221.849000           126.317000   \n",
       "50%      87.480600      29.69200   227.894000           127.634000   \n",
       "75%      87.956400      29.82110   234.451000           128.000000   \n",
       "max      88.844600      30.11020   251.612000           129.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1145.000000  1145.000000  \n",
       "mean      0.351092     0.003493  \n",
       "std       0.477520     0.059028  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
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     "text": [
      ".\\other\\19.csv\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "      <td>1326.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.235381</td>\n",
       "      <td>0.282291</td>\n",
       "      <td>2.647146</td>\n",
       "      <td>0.097248</td>\n",
       "      <td>86.095052</td>\n",
       "      <td>30.115282</td>\n",
       "      <td>226.675179</td>\n",
       "      <td>127.893526</td>\n",
       "      <td>0.442685</td>\n",
       "      <td>0.003017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.022195</td>\n",
       "      <td>0.022814</td>\n",
       "      <td>6.512015</td>\n",
       "      <td>0.254440</td>\n",
       "      <td>0.419548</td>\n",
       "      <td>1.243577</td>\n",
       "      <td>12.351044</td>\n",
       "      <td>1.970199</td>\n",
       "      <td>0.496892</td>\n",
       "      <td>0.054861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.209199</td>\n",
       "      <td>0.250680</td>\n",
       "      <td>0.914024</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>85.031900</td>\n",
       "      <td>28.819100</td>\n",
       "      <td>2.611080</td>\n",
       "      <td>124.632000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.229211</td>\n",
       "      <td>0.277066</td>\n",
       "      <td>2.197913</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.788225</td>\n",
       "      <td>29.186150</td>\n",
       "      <td>220.682000</td>\n",
       "      <td>126.315000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.232891</td>\n",
       "      <td>0.279963</td>\n",
       "      <td>2.587325</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>86.105700</td>\n",
       "      <td>29.285600</td>\n",
       "      <td>227.212000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.236586</td>\n",
       "      <td>0.283660</td>\n",
       "      <td>2.778335</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>86.383475</td>\n",
       "      <td>31.679275</td>\n",
       "      <td>232.833500</td>\n",
       "      <td>129.688000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.498573</td>\n",
       "      <td>0.556955</td>\n",
       "      <td>239.003000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>87.029300</td>\n",
       "      <td>32.077300</td>\n",
       "      <td>250.821000</td>\n",
       "      <td>133.688000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1326.000000        1326.000000  1326.000000  1326.000000   \n",
       "mean            0.235381           0.282291     2.647146     0.097248   \n",
       "std             0.022195           0.022814     6.512015     0.254440   \n",
       "min             0.209199           0.250680     0.914024    -0.929070   \n",
       "25%             0.229211           0.277066     2.197913     0.054711   \n",
       "50%             0.232891           0.279963     2.587325     0.054711   \n",
       "75%             0.236586           0.283660     2.778335     0.382638   \n",
       "max             0.498573           0.556955   239.003000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1326.000000   1326.000000  1326.000000          1326.000000   \n",
       "mean     86.095052     30.115282   226.675179           127.893526   \n",
       "std       0.419548      1.243577    12.351044             1.970199   \n",
       "min      85.031900     28.819100     2.611080           124.632000   \n",
       "25%      85.788225     29.186150   220.682000           126.315000   \n",
       "50%      86.105700     29.285600   227.212000           127.000000   \n",
       "75%      86.383475     31.679275   232.833500           129.688000   \n",
       "max      87.029300     32.077300   250.821000           133.688000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1326.000000  1326.000000  \n",
       "mean      0.442685     0.003017  \n",
       "std       0.496892     0.054861  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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      ".\\other\\20.csv\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "      <td>1191.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.238646</td>\n",
       "      <td>0.290395</td>\n",
       "      <td>2.418080</td>\n",
       "      <td>0.098214</td>\n",
       "      <td>85.137640</td>\n",
       "      <td>30.768303</td>\n",
       "      <td>227.525908</td>\n",
       "      <td>128.262455</td>\n",
       "      <td>0.378673</td>\n",
       "      <td>0.003359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.004933</td>\n",
       "      <td>0.008191</td>\n",
       "      <td>0.495027</td>\n",
       "      <td>0.264646</td>\n",
       "      <td>0.357162</td>\n",
       "      <td>0.527378</td>\n",
       "      <td>10.930676</td>\n",
       "      <td>0.779631</td>\n",
       "      <td>0.485260</td>\n",
       "      <td>0.057880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.226751</td>\n",
       "      <td>0.273341</td>\n",
       "      <td>0.933653</td>\n",
       "      <td>-1.257000</td>\n",
       "      <td>84.401000</td>\n",
       "      <td>29.960000</td>\n",
       "      <td>201.265000</td>\n",
       "      <td>125.312000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.235512</td>\n",
       "      <td>0.283859</td>\n",
       "      <td>2.133500</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>84.850450</td>\n",
       "      <td>30.224800</td>\n",
       "      <td>221.739500</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.238227</td>\n",
       "      <td>0.288316</td>\n",
       "      <td>2.553740</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.131600</td>\n",
       "      <td>30.744700</td>\n",
       "      <td>227.806000</td>\n",
       "      <td>128.312000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.241025</td>\n",
       "      <td>0.298242</td>\n",
       "      <td>2.756350</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>85.360800</td>\n",
       "      <td>31.277700</td>\n",
       "      <td>234.011500</td>\n",
       "      <td>128.690000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.257534</td>\n",
       "      <td>0.309150</td>\n",
       "      <td>3.296250</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>86.006300</td>\n",
       "      <td>31.628800</td>\n",
       "      <td>251.138000</td>\n",
       "      <td>130.690000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1191.000000        1191.000000  1191.000000  1191.000000   \n",
       "mean            0.238646           0.290395     2.418080     0.098214   \n",
       "std             0.004933           0.008191     0.495027     0.264646   \n",
       "min             0.226751           0.273341     0.933653    -1.257000   \n",
       "25%             0.235512           0.283859     2.133500     0.054711   \n",
       "50%             0.238227           0.288316     2.553740     0.054711   \n",
       "75%             0.241025           0.298242     2.756350     0.382638   \n",
       "max             0.257534           0.309150     3.296250     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1191.000000   1191.000000  1191.000000          1191.000000   \n",
       "mean     85.137640     30.768303   227.525908           128.262455   \n",
       "std       0.357162      0.527378    10.930676             0.779631   \n",
       "min      84.401000     29.960000   201.265000           125.312000   \n",
       "25%      84.850450     30.224800   221.739500           128.000000   \n",
       "50%      85.131600     30.744700   227.806000           128.312000   \n",
       "75%      85.360800     31.277700   234.011500           128.690000   \n",
       "max      86.006300     31.628800   251.138000           130.690000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1191.000000  1191.000000  \n",
       "mean      0.378673     0.003359  \n",
       "std       0.485260     0.057880  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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      ".\\other\\21.csv\n"
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.247787</td>\n",
       "      <td>0.293245</td>\n",
       "      <td>3.040652</td>\n",
       "      <td>0.101270</td>\n",
       "      <td>85.045519</td>\n",
       "      <td>29.497270</td>\n",
       "      <td>227.551077</td>\n",
       "      <td>98.653472</td>\n",
       "      <td>0.351446</td>\n",
       "      <td>0.003506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.008618</td>\n",
       "      <td>0.005778</td>\n",
       "      <td>11.768187</td>\n",
       "      <td>0.240074</td>\n",
       "      <td>0.397578</td>\n",
       "      <td>0.179618</td>\n",
       "      <td>17.288907</td>\n",
       "      <td>48.556641</td>\n",
       "      <td>0.477631</td>\n",
       "      <td>0.059131</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.231597</td>\n",
       "      <td>0.280200</td>\n",
       "      <td>0.846923</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>84.200400</td>\n",
       "      <td>29.205600</td>\n",
       "      <td>2.166410</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.240961</td>\n",
       "      <td>0.288979</td>\n",
       "      <td>2.155140</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>84.758700</td>\n",
       "      <td>29.351200</td>\n",
       "      <td>222.314000</td>\n",
       "      <td>71.677200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.246026</td>\n",
       "      <td>0.292864</td>\n",
       "      <td>2.572020</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.029500</td>\n",
       "      <td>29.481800</td>\n",
       "      <td>228.322000</td>\n",
       "      <td>125.691000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.253381</td>\n",
       "      <td>0.296958</td>\n",
       "      <td>2.765280</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>85.322300</td>\n",
       "      <td>29.635100</td>\n",
       "      <td>234.133000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.269281</td>\n",
       "      <td>0.314295</td>\n",
       "      <td>234.844000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>86.171500</td>\n",
       "      <td>29.986600</td>\n",
       "      <td>251.492000</td>\n",
       "      <td>128.383000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1141.000000        1141.000000  1141.000000  1141.000000   \n",
       "mean            0.247787           0.293245     3.040652     0.101270   \n",
       "std             0.008618           0.005778    11.768187     0.240074   \n",
       "min             0.231597           0.280200     0.846923    -0.601143   \n",
       "25%             0.240961           0.288979     2.155140     0.054711   \n",
       "50%             0.246026           0.292864     2.572020     0.054711   \n",
       "75%             0.253381           0.296958     2.765280     0.382638   \n",
       "max             0.269281           0.314295   234.844000     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1141.000000   1141.000000  1141.000000          1141.000000   \n",
       "mean     85.045519     29.497270   227.551077            98.653472   \n",
       "std       0.397578      0.179618    17.288907            48.556641   \n",
       "min      84.200400     29.205600     2.166410             0.000000   \n",
       "25%      84.758700     29.351200   222.314000            71.677200   \n",
       "50%      85.029500     29.481800   228.322000           125.691000   \n",
       "75%      85.322300     29.635100   234.133000           127.000000   \n",
       "max      86.171500     29.986600   251.492000           128.383000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1141.000000  1141.000000  \n",
       "mean      0.351446     0.003506  \n",
       "std       0.477631     0.059131  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.00000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "      <td>1079.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.250099</td>\n",
       "      <td>0.292681</td>\n",
       "      <td>2.837208</td>\n",
       "      <td>0.095740</td>\n",
       "      <td>85.523095</td>\n",
       "      <td>29.118154</td>\n",
       "      <td>227.86706</td>\n",
       "      <td>85.897935</td>\n",
       "      <td>0.314180</td>\n",
       "      <td>0.003707</td>\n",
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       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.008596</td>\n",
       "      <td>0.007124</td>\n",
       "      <td>9.827542</td>\n",
       "      <td>0.252694</td>\n",
       "      <td>0.325447</td>\n",
       "      <td>0.186352</td>\n",
       "      <td>14.82652</td>\n",
       "      <td>53.413428</td>\n",
       "      <td>0.464404</td>\n",
       "      <td>0.060801</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.236533</td>\n",
       "      <td>0.278392</td>\n",
       "      <td>0.846923</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>84.741900</td>\n",
       "      <td>28.848500</td>\n",
       "      <td>2.16641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.243456</td>\n",
       "      <td>0.287127</td>\n",
       "      <td>2.137445</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.265550</td>\n",
       "      <td>28.966950</td>\n",
       "      <td>222.31850</td>\n",
       "      <td>26.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.246230</td>\n",
       "      <td>0.291659</td>\n",
       "      <td>2.568820</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.514000</td>\n",
       "      <td>29.079900</td>\n",
       "      <td>228.21700</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.259474</td>\n",
       "      <td>0.297578</td>\n",
       "      <td>2.754360</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>85.785350</td>\n",
       "      <td>29.285750</td>\n",
       "      <td>234.54950</td>\n",
       "      <td>125.309000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.270455</td>\n",
       "      <td>0.314883</td>\n",
       "      <td>233.630000</td>\n",
       "      <td>1.366420</td>\n",
       "      <td>86.244400</td>\n",
       "      <td>29.454200</td>\n",
       "      <td>251.34400</td>\n",
       "      <td>127.692000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1079.000000        1079.000000  1079.000000  1079.000000   \n",
       "mean            0.250099           0.292681     2.837208     0.095740   \n",
       "std             0.008596           0.007124     9.827542     0.252694   \n",
       "min             0.236533           0.278392     0.846923    -0.601143   \n",
       "25%             0.243456           0.287127     2.137445     0.054711   \n",
       "50%             0.246230           0.291659     2.568820     0.054711   \n",
       "75%             0.259474           0.297578     2.754360     0.382638   \n",
       "max             0.270455           0.314883   233.630000     1.366420   \n",
       "\n",
       "       Temperature  Thermocouple     Voltage  Volume Flow RateRMS  \\\n",
       "count  1079.000000   1079.000000  1079.00000          1079.000000   \n",
       "mean     85.523095     29.118154   227.86706            85.897935   \n",
       "std       0.325447      0.186352    14.82652            53.413428   \n",
       "min      84.741900     28.848500     2.16641             0.000000   \n",
       "25%      85.265550     28.966950   222.31850            26.600000   \n",
       "50%      85.514000     29.079900   228.21700           124.000000   \n",
       "75%      85.785350     29.285750   234.54950           125.309000   \n",
       "max      86.244400     29.454200   251.34400           127.692000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1079.000000  1079.000000  \n",
       "mean      0.314180     0.003707  \n",
       "std       0.464404     0.060801  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.247678</td>\n",
       "      <td>0.290966</td>\n",
       "      <td>2.412848</td>\n",
       "      <td>0.111250</td>\n",
       "      <td>86.163119</td>\n",
       "      <td>29.756159</td>\n",
       "      <td>227.442655</td>\n",
       "      <td>127.105187</td>\n",
       "      <td>0.288314</td>\n",
       "      <td>0.002874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.003084</td>\n",
       "      <td>0.005351</td>\n",
       "      <td>0.503593</td>\n",
       "      <td>0.258271</td>\n",
       "      <td>0.302425</td>\n",
       "      <td>1.860624</td>\n",
       "      <td>10.421399</td>\n",
       "      <td>1.575563</td>\n",
       "      <td>0.453195</td>\n",
       "      <td>0.053554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.234250</td>\n",
       "      <td>0.278720</td>\n",
       "      <td>0.905406</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>85.458900</td>\n",
       "      <td>28.688600</td>\n",
       "      <td>201.967000</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.245842</td>\n",
       "      <td>0.286859</td>\n",
       "      <td>2.113423</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>85.914050</td>\n",
       "      <td>28.740650</td>\n",
       "      <td>221.999250</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.247756</td>\n",
       "      <td>0.290905</td>\n",
       "      <td>2.566680</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>86.136050</td>\n",
       "      <td>28.758100</td>\n",
       "      <td>227.706500</td>\n",
       "      <td>126.693000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.249734</td>\n",
       "      <td>0.294650</td>\n",
       "      <td>2.762258</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>86.409700</td>\n",
       "      <td>28.794100</td>\n",
       "      <td>233.548500</td>\n",
       "      <td>127.694000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.256944</td>\n",
       "      <td>0.306503</td>\n",
       "      <td>3.309790</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>86.915500</td>\n",
       "      <td>33.415100</td>\n",
       "      <td>251.540000</td>\n",
       "      <td>131.390000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1044.000000        1044.000000  1044.000000  1044.000000   \n",
       "mean            0.247678           0.290966     2.412848     0.111250   \n",
       "std             0.003084           0.005351     0.503593     0.258271   \n",
       "min             0.234250           0.278720     0.905406    -0.929070   \n",
       "25%             0.245842           0.286859     2.113423     0.054711   \n",
       "50%             0.247756           0.290905     2.566680     0.054711   \n",
       "75%             0.249734           0.294650     2.762258     0.382638   \n",
       "max             0.256944           0.306503     3.309790     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1044.000000   1044.000000  1044.000000          1044.000000   \n",
       "mean     86.163119     29.756159   227.442655           127.105187   \n",
       "std       0.302425      1.860624    10.421399             1.575563   \n",
       "min      85.458900     28.688600   201.967000           124.000000   \n",
       "25%      85.914050     28.740650   221.999250           126.000000   \n",
       "50%      86.136050     28.758100   227.706500           126.693000   \n",
       "75%      86.409700     28.794100   233.548500           127.694000   \n",
       "max      86.915500     33.415100   251.540000           131.390000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1044.000000  1044.000000  \n",
       "mean      0.288314     0.002874  \n",
       "std       0.453195     0.053554  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
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    },
    {
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     "text": [
      ".\\other\\9.csv\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>751.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.079906</td>\n",
       "      <td>0.130042</td>\n",
       "      <td>1.568759</td>\n",
       "      <td>0.059951</td>\n",
       "      <td>92.553678</td>\n",
       "      <td>22.237701</td>\n",
       "      <td>230.303735</td>\n",
       "      <td>75.549011</td>\n",
       "      <td>0.258322</td>\n",
       "      <td>0.002663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.007269</td>\n",
       "      <td>0.012062</td>\n",
       "      <td>0.386157</td>\n",
       "      <td>0.275617</td>\n",
       "      <td>1.931835</td>\n",
       "      <td>0.018502</td>\n",
       "      <td>11.027365</td>\n",
       "      <td>6.881327</td>\n",
       "      <td>0.438004</td>\n",
       "      <td>0.051571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.589101</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>88.811900</td>\n",
       "      <td>22.193700</td>\n",
       "      <td>203.973000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.079668</td>\n",
       "      <td>0.128999</td>\n",
       "      <td>1.304300</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>90.407300</td>\n",
       "      <td>22.224400</td>\n",
       "      <td>224.042500</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.080307</td>\n",
       "      <td>0.130923</td>\n",
       "      <td>1.637560</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>93.268100</td>\n",
       "      <td>22.237700</td>\n",
       "      <td>230.991000</td>\n",
       "      <td>76.961000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.081347</td>\n",
       "      <td>0.133093</td>\n",
       "      <td>1.859575</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>94.196900</td>\n",
       "      <td>22.251500</td>\n",
       "      <td>237.224500</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.083569</td>\n",
       "      <td>0.139038</td>\n",
       "      <td>2.328130</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>95.011400</td>\n",
       "      <td>22.281900</td>\n",
       "      <td>254.511000</td>\n",
       "      <td>77.980600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS     Current    Pressure  \\\n",
       "count         751.000000         751.000000  751.000000  751.000000   \n",
       "mean            0.079906           0.130042    1.568759    0.059951   \n",
       "std             0.007269           0.012062    0.386157    0.275617   \n",
       "min             0.000000           0.000000    0.589101   -0.929070   \n",
       "25%             0.079668           0.128999    1.304300    0.054711   \n",
       "50%             0.080307           0.130923    1.637560    0.054711   \n",
       "75%             0.081347           0.133093    1.859575    0.054711   \n",
       "max             0.083569           0.139038    2.328130    0.710565   \n",
       "\n",
       "       Temperature  Thermocouple     Voltage  Volume Flow RateRMS     anomaly  \\\n",
       "count   751.000000    751.000000  751.000000           751.000000  751.000000   \n",
       "mean     92.553678     22.237701  230.303735            75.549011    0.258322   \n",
       "std       1.931835      0.018502   11.027365             6.881327    0.438004   \n",
       "min      88.811900     22.193700  203.973000             0.000000    0.000000   \n",
       "25%      90.407300     22.224400  224.042500            76.000000    0.000000   \n",
       "50%      93.268100     22.237700  230.991000            76.961000    0.000000   \n",
       "75%      94.196900     22.251500  237.224500            77.000000    1.000000   \n",
       "max      95.011400     22.281900  254.511000            77.980600    1.000000   \n",
       "\n",
       "       changepoint  \n",
       "count   751.000000  \n",
       "mean      0.002663  \n",
       "std       0.051571  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       0.000000  \n",
       "max       1.000000  "
      ]
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      ".\\valve1\\0.csv\n"
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.026521</td>\n",
       "      <td>0.040173</td>\n",
       "      <td>1.409799</td>\n",
       "      <td>0.084133</td>\n",
       "      <td>77.437466</td>\n",
       "      <td>25.958166</td>\n",
       "      <td>230.322345</td>\n",
       "      <td>32.021791</td>\n",
       "      <td>0.349303</td>\n",
       "      <td>0.003484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000329</td>\n",
       "      <td>0.000773</td>\n",
       "      <td>9.712153</td>\n",
       "      <td>0.249460</td>\n",
       "      <td>1.745231</td>\n",
       "      <td>0.078422</td>\n",
       "      <td>15.910242</td>\n",
       "      <td>0.458517</td>\n",
       "      <td>0.476958</td>\n",
       "      <td>0.058951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025553</td>\n",
       "      <td>0.038072</td>\n",
       "      <td>0.388229</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>74.237000</td>\n",
       "      <td>25.829900</td>\n",
       "      <td>1.087350</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026293</td>\n",
       "      <td>0.039631</td>\n",
       "      <td>0.794239</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>75.663450</td>\n",
       "      <td>25.878800</td>\n",
       "      <td>225.265500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.026521</td>\n",
       "      <td>0.040172</td>\n",
       "      <td>1.035150</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>78.384500</td>\n",
       "      <td>25.954700</td>\n",
       "      <td>231.315500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.026742</td>\n",
       "      <td>0.040697</td>\n",
       "      <td>1.222870</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>78.917275</td>\n",
       "      <td>26.020100</td>\n",
       "      <td>237.097250</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.027489</td>\n",
       "      <td>0.043046</td>\n",
       "      <td>235.511000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>79.889100</td>\n",
       "      <td>26.104400</td>\n",
       "      <td>255.324000</td>\n",
       "      <td>32.998600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1148.000000        1148.000000  1148.000000  1148.000000   \n",
       "mean            0.026521           0.040173     1.409799     0.084133   \n",
       "std             0.000329           0.000773     9.712153     0.249460   \n",
       "min             0.025553           0.038072     0.388229    -0.601143   \n",
       "25%             0.026293           0.039631     0.794239     0.054711   \n",
       "50%             0.026521           0.040172     1.035150     0.054711   \n",
       "75%             0.026742           0.040697     1.222870     0.382638   \n",
       "max             0.027489           0.043046   235.511000     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1148.000000   1148.000000  1148.000000          1148.000000   \n",
       "mean     77.437466     25.958166   230.322345            32.021791   \n",
       "std       1.745231      0.078422    15.910242             0.458517   \n",
       "min      74.237000     25.829900     1.087350            31.000000   \n",
       "25%      75.663450     25.878800   225.265500            32.000000   \n",
       "50%      78.384500     25.954700   231.315500            32.000000   \n",
       "75%      78.917275     26.020100   237.097250            32.000000   \n",
       "max      79.889100     26.104400   255.324000            32.998600   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1148.000000  1148.000000  \n",
       "mean      0.349303     0.003484  \n",
       "std       0.476958     0.058951  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "      <td>1145.000000</td>\n",
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       "      <td>1145.000000</td>\n",
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       "      <td>1145.000000</td>\n",
       "      <td>1145.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.026868</td>\n",
       "      <td>0.040045</td>\n",
       "      <td>1.375946</td>\n",
       "      <td>0.074473</td>\n",
       "      <td>73.713523</td>\n",
       "      <td>25.740027</td>\n",
       "      <td>231.016539</td>\n",
       "      <td>31.566819</td>\n",
       "      <td>0.351092</td>\n",
       "      <td>0.003493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000313</td>\n",
       "      <td>0.000988</td>\n",
       "      <td>9.505229</td>\n",
       "      <td>0.249990</td>\n",
       "      <td>1.333144</td>\n",
       "      <td>0.063399</td>\n",
       "      <td>14.434914</td>\n",
       "      <td>0.760021</td>\n",
       "      <td>0.477520</td>\n",
       "      <td>0.059028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025834</td>\n",
       "      <td>0.037609</td>\n",
       "      <td>0.375488</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>71.000400</td>\n",
       "      <td>25.611100</td>\n",
       "      <td>0.636576</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026648</td>\n",
       "      <td>0.039406</td>\n",
       "      <td>0.736437</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>72.789200</td>\n",
       "      <td>25.690000</td>\n",
       "      <td>225.764000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.026869</td>\n",
       "      <td>0.039965</td>\n",
       "      <td>0.997305</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>73.908600</td>\n",
       "      <td>25.745900</td>\n",
       "      <td>231.289000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027078</td>\n",
       "      <td>0.040583</td>\n",
       "      <td>1.208870</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>74.270600</td>\n",
       "      <td>25.781900</td>\n",
       "      <td>237.540000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.027946</td>\n",
       "      <td>0.053439</td>\n",
       "      <td>237.466000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>76.280100</td>\n",
       "      <td>25.924000</td>\n",
       "      <td>254.520000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1145.000000        1145.000000  1145.000000  1145.000000   \n",
       "mean            0.026868           0.040045     1.375946     0.074473   \n",
       "std             0.000313           0.000988     9.505229     0.249990   \n",
       "min             0.025834           0.037609     0.375488    -0.929070   \n",
       "25%             0.026648           0.039406     0.736437     0.054711   \n",
       "50%             0.026869           0.039965     0.997305     0.054711   \n",
       "75%             0.027078           0.040583     1.208870     0.054711   \n",
       "max             0.027946           0.053439   237.466000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1145.000000   1145.000000  1145.000000          1145.000000   \n",
       "mean     73.713523     25.740027   231.016539            31.566819   \n",
       "std       1.333144      0.063399    14.434914             0.760021   \n",
       "min      71.000400     25.611100     0.636576            30.000000   \n",
       "25%      72.789200     25.690000   225.764000            31.000000   \n",
       "50%      73.908600     25.745900   231.289000            32.000000   \n",
       "75%      74.270600     25.781900   237.540000            32.000000   \n",
       "max      76.280100     25.924000   254.520000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1145.000000  1145.000000  \n",
       "mean      0.351092     0.003493  \n",
       "std       0.477520     0.059028  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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    },
    {
     "name": "stdout",
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     "text": [
      ".\\valve1\\10.csv\n"
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    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027755</td>\n",
       "      <td>0.041471</td>\n",
       "      <td>0.970104</td>\n",
       "      <td>0.063295</td>\n",
       "      <td>68.517408</td>\n",
       "      <td>24.751428</td>\n",
       "      <td>230.386684</td>\n",
       "      <td>31.523800</td>\n",
       "      <td>0.349913</td>\n",
       "      <td>0.003490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.001685</td>\n",
       "      <td>0.277052</td>\n",
       "      <td>0.264199</td>\n",
       "      <td>0.892976</td>\n",
       "      <td>0.016573</td>\n",
       "      <td>11.421049</td>\n",
       "      <td>1.157294</td>\n",
       "      <td>0.477150</td>\n",
       "      <td>0.059002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026094</td>\n",
       "      <td>0.038207</td>\n",
       "      <td>0.399169</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>66.236000</td>\n",
       "      <td>24.718100</td>\n",
       "      <td>203.518000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027391</td>\n",
       "      <td>0.040347</td>\n",
       "      <td>0.731540</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.866225</td>\n",
       "      <td>24.740800</td>\n",
       "      <td>223.675250</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027762</td>\n",
       "      <td>0.041251</td>\n",
       "      <td>0.985958</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.570450</td>\n",
       "      <td>24.749800</td>\n",
       "      <td>230.646000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.028126</td>\n",
       "      <td>0.042215</td>\n",
       "      <td>1.193158</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.239675</td>\n",
       "      <td>24.758400</td>\n",
       "      <td>237.005000</td>\n",
       "      <td>32.020100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028911</td>\n",
       "      <td>0.047824</td>\n",
       "      <td>1.569300</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>70.156000</td>\n",
       "      <td>24.833300</td>\n",
       "      <td>254.767000</td>\n",
       "      <td>32.980800</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1146.000000        1146.000000  1146.000000  1146.000000   \n",
       "mean            0.027755           0.041471     0.970104     0.063295   \n",
       "std             0.000481           0.001685     0.277052     0.264199   \n",
       "min             0.026094           0.038207     0.399169    -0.601143   \n",
       "25%             0.027391           0.040347     0.731540     0.054711   \n",
       "50%             0.027762           0.041251     0.985958     0.054711   \n",
       "75%             0.028126           0.042215     1.193158     0.054711   \n",
       "max             0.028911           0.047824     1.569300     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1146.000000   1146.000000  1146.000000          1146.000000   \n",
       "mean     68.517408     24.751428   230.386684            31.523800   \n",
       "std       0.892976      0.016573    11.421049             1.157294   \n",
       "min      66.236000     24.718100   203.518000            29.000000   \n",
       "25%      67.866225     24.740800   223.675250            30.000000   \n",
       "50%      68.570450     24.749800   230.646000            32.000000   \n",
       "75%      69.239675     24.758400   237.005000            32.020100   \n",
       "max      70.156000     24.833300   254.767000            32.980800   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1146.000000  1146.000000  \n",
       "mean      0.349913     0.003490  \n",
       "std       0.477150     0.059002  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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      ".\\valve1\\11.csv\n"
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "      <th>anomaly</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "      <td>1141.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027751</td>\n",
       "      <td>0.040907</td>\n",
       "      <td>0.969842</td>\n",
       "      <td>0.059597</td>\n",
       "      <td>68.647531</td>\n",
       "      <td>24.705572</td>\n",
       "      <td>230.723006</td>\n",
       "      <td>30.941518</td>\n",
       "      <td>0.349693</td>\n",
       "      <td>0.003506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000399</td>\n",
       "      <td>0.001347</td>\n",
       "      <td>0.275486</td>\n",
       "      <td>0.255999</td>\n",
       "      <td>0.732862</td>\n",
       "      <td>0.023997</td>\n",
       "      <td>10.857888</td>\n",
       "      <td>2.215194</td>\n",
       "      <td>0.477082</td>\n",
       "      <td>0.059131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026624</td>\n",
       "      <td>0.037776</td>\n",
       "      <td>0.385309</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>66.626100</td>\n",
       "      <td>24.641400</td>\n",
       "      <td>203.382000</td>\n",
       "      <td>26.977200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027474</td>\n",
       "      <td>0.040038</td>\n",
       "      <td>0.733006</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.220100</td>\n",
       "      <td>24.689200</td>\n",
       "      <td>224.297000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027760</td>\n",
       "      <td>0.040696</td>\n",
       "      <td>0.966102</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.863400</td>\n",
       "      <td>24.707000</td>\n",
       "      <td>231.108000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.028007</td>\n",
       "      <td>0.041446</td>\n",
       "      <td>1.207940</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.205600</td>\n",
       "      <td>24.723100</td>\n",
       "      <td>236.827000</td>\n",
       "      <td>32.023100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.029031</td>\n",
       "      <td>0.046650</td>\n",
       "      <td>1.539030</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>69.797700</td>\n",
       "      <td>24.756900</td>\n",
       "      <td>254.663000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1141.000000        1141.000000  1141.000000  1141.000000   \n",
       "mean            0.027751           0.040907     0.969842     0.059597   \n",
       "std             0.000399           0.001347     0.275486     0.255999   \n",
       "min             0.026624           0.037776     0.385309    -0.601143   \n",
       "25%             0.027474           0.040038     0.733006     0.054711   \n",
       "50%             0.027760           0.040696     0.966102     0.054711   \n",
       "75%             0.028007           0.041446     1.207940     0.054711   \n",
       "max             0.029031           0.046650     1.539030     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1141.000000   1141.000000  1141.000000          1141.000000   \n",
       "mean     68.647531     24.705572   230.723006            30.941518   \n",
       "std       0.732862      0.023997    10.857888             2.215194   \n",
       "min      66.626100     24.641400   203.382000            26.977200   \n",
       "25%      68.220100     24.689200   224.297000            28.000000   \n",
       "50%      68.863400     24.707000   231.108000            32.000000   \n",
       "75%      69.205600     24.723100   236.827000            32.023100   \n",
       "max      69.797700     24.756900   254.663000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1141.000000  1141.000000  \n",
       "mean      0.349693     0.003506  \n",
       "std       0.477082     0.059131  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027476</td>\n",
       "      <td>0.040633</td>\n",
       "      <td>0.972674</td>\n",
       "      <td>0.058738</td>\n",
       "      <td>68.610787</td>\n",
       "      <td>24.654054</td>\n",
       "      <td>230.242763</td>\n",
       "      <td>30.981714</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.003509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000367</td>\n",
       "      <td>0.001390</td>\n",
       "      <td>0.274368</td>\n",
       "      <td>0.254091</td>\n",
       "      <td>1.274362</td>\n",
       "      <td>0.021407</td>\n",
       "      <td>10.653245</td>\n",
       "      <td>1.665692</td>\n",
       "      <td>0.477179</td>\n",
       "      <td>0.059157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026445</td>\n",
       "      <td>0.037547</td>\n",
       "      <td>0.372564</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>65.420200</td>\n",
       "      <td>24.580700</td>\n",
       "      <td>204.222000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027219</td>\n",
       "      <td>0.039697</td>\n",
       "      <td>0.737613</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.830225</td>\n",
       "      <td>24.644000</td>\n",
       "      <td>224.507750</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027508</td>\n",
       "      <td>0.040424</td>\n",
       "      <td>0.978509</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.722500</td>\n",
       "      <td>24.653600</td>\n",
       "      <td>230.836000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027737</td>\n",
       "      <td>0.041349</td>\n",
       "      <td>1.206535</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.774275</td>\n",
       "      <td>24.664600</td>\n",
       "      <td>236.145250</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028437</td>\n",
       "      <td>0.047115</td>\n",
       "      <td>1.560930</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>70.485700</td>\n",
       "      <td>24.726400</td>\n",
       "      <td>254.613000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1140.000000        1140.000000  1140.000000  1140.000000   \n",
       "mean            0.027476           0.040633     0.972674     0.058738   \n",
       "std             0.000367           0.001390     0.274368     0.254091   \n",
       "min             0.026445           0.037547     0.372564    -0.929070   \n",
       "25%             0.027219           0.039697     0.737613     0.054711   \n",
       "50%             0.027508           0.040424     0.978509     0.054711   \n",
       "75%             0.027737           0.041349     1.206535     0.054711   \n",
       "max             0.028437           0.047115     1.560930     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1140.000000   1140.000000  1140.000000          1140.000000   \n",
       "mean     68.610787     24.654054   230.242763            30.981714   \n",
       "std       1.274362      0.021407    10.653245             1.665692   \n",
       "min      65.420200     24.580700   204.222000            28.000000   \n",
       "25%      67.830225     24.644000   224.507750            29.000000   \n",
       "50%      68.722500     24.653600   230.836000            32.000000   \n",
       "75%      69.774275     24.664600   236.145250            32.000000   \n",
       "max      70.485700     24.726400   254.613000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1140.000000  1140.000000  \n",
       "mean      0.350000     0.003509  \n",
       "std       0.477179     0.059157  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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    {
     "name": "stdout",
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     "text": [
      ".\\valve1\\13.csv\n"
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    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "      <td>1140.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027546</td>\n",
       "      <td>0.040642</td>\n",
       "      <td>0.968501</td>\n",
       "      <td>0.047520</td>\n",
       "      <td>67.613386</td>\n",
       "      <td>24.580039</td>\n",
       "      <td>230.821466</td>\n",
       "      <td>30.028251</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.003509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000373</td>\n",
       "      <td>0.000986</td>\n",
       "      <td>0.269974</td>\n",
       "      <td>0.259354</td>\n",
       "      <td>0.869162</td>\n",
       "      <td>0.017420</td>\n",
       "      <td>10.614452</td>\n",
       "      <td>3.770802</td>\n",
       "      <td>0.477179</td>\n",
       "      <td>0.059157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026283</td>\n",
       "      <td>0.037739</td>\n",
       "      <td>0.397457</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>65.392500</td>\n",
       "      <td>24.532400</td>\n",
       "      <td>204.082000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027301</td>\n",
       "      <td>0.039940</td>\n",
       "      <td>0.735012</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.055000</td>\n",
       "      <td>24.570300</td>\n",
       "      <td>224.908500</td>\n",
       "      <td>24.947000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027560</td>\n",
       "      <td>0.040658</td>\n",
       "      <td>0.979753</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.877150</td>\n",
       "      <td>24.581350</td>\n",
       "      <td>231.090500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027818</td>\n",
       "      <td>0.041327</td>\n",
       "      <td>1.197797</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.219875</td>\n",
       "      <td>24.590100</td>\n",
       "      <td>237.050250</td>\n",
       "      <td>32.971900</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028727</td>\n",
       "      <td>0.043859</td>\n",
       "      <td>1.566110</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>69.052100</td>\n",
       "      <td>24.630300</td>\n",
       "      <td>255.112000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1140.000000        1140.000000  1140.000000  1140.000000   \n",
       "mean            0.027546           0.040642     0.968501     0.047520   \n",
       "std             0.000373           0.000986     0.269974     0.259354   \n",
       "min             0.026283           0.037739     0.397457    -0.929070   \n",
       "25%             0.027301           0.039940     0.735012     0.054711   \n",
       "50%             0.027560           0.040658     0.979753     0.054711   \n",
       "75%             0.027818           0.041327     1.197797     0.054711   \n",
       "max             0.028727           0.043859     1.566110     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1140.000000   1140.000000  1140.000000          1140.000000   \n",
       "mean     67.613386     24.580039   230.821466            30.028251   \n",
       "std       0.869162      0.017420    10.614452             3.770802   \n",
       "min      65.392500     24.532400   204.082000            23.000000   \n",
       "25%      67.055000     24.570300   224.908500            24.947000   \n",
       "50%      67.877150     24.581350   231.090500            32.000000   \n",
       "75%      68.219875     24.590100   237.050250            32.971900   \n",
       "max      69.052100     24.630300   255.112000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1140.000000  1140.000000  \n",
       "mean      0.350000     0.003509  \n",
       "std       0.477179     0.059157  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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      ".\\valve1\\14.csv\n"
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "      <td>1139.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027453</td>\n",
       "      <td>0.040206</td>\n",
       "      <td>0.961433</td>\n",
       "      <td>0.045210</td>\n",
       "      <td>67.957457</td>\n",
       "      <td>24.518635</td>\n",
       "      <td>230.529262</td>\n",
       "      <td>31.244983</td>\n",
       "      <td>0.350307</td>\n",
       "      <td>0.003512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000363</td>\n",
       "      <td>0.000922</td>\n",
       "      <td>0.272261</td>\n",
       "      <td>0.257932</td>\n",
       "      <td>0.766250</td>\n",
       "      <td>0.022812</td>\n",
       "      <td>10.744575</td>\n",
       "      <td>1.842267</td>\n",
       "      <td>0.477276</td>\n",
       "      <td>0.059183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026196</td>\n",
       "      <td>0.037340</td>\n",
       "      <td>0.409186</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>66.016600</td>\n",
       "      <td>24.468300</td>\n",
       "      <td>203.682000</td>\n",
       "      <td>27.030300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027206</td>\n",
       "      <td>0.039573</td>\n",
       "      <td>0.727414</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.557150</td>\n",
       "      <td>24.503450</td>\n",
       "      <td>224.636500</td>\n",
       "      <td>28.985350</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027467</td>\n",
       "      <td>0.040226</td>\n",
       "      <td>0.964580</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.134400</td>\n",
       "      <td>24.516600</td>\n",
       "      <td>231.004000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027717</td>\n",
       "      <td>0.040853</td>\n",
       "      <td>1.187245</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.569950</td>\n",
       "      <td>24.529700</td>\n",
       "      <td>236.743000</td>\n",
       "      <td>32.956750</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028416</td>\n",
       "      <td>0.042578</td>\n",
       "      <td>1.554750</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>69.098400</td>\n",
       "      <td>24.594400</td>\n",
       "      <td>254.261000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1139.000000        1139.000000  1139.000000  1139.000000   \n",
       "mean            0.027453           0.040206     0.961433     0.045210   \n",
       "std             0.000363           0.000922     0.272261     0.257932   \n",
       "min             0.026196           0.037340     0.409186    -0.601143   \n",
       "25%             0.027206           0.039573     0.727414     0.054711   \n",
       "50%             0.027467           0.040226     0.964580     0.054711   \n",
       "75%             0.027717           0.040853     1.187245     0.054711   \n",
       "max             0.028416           0.042578     1.554750     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1139.000000   1139.000000  1139.000000          1139.000000   \n",
       "mean     67.957457     24.518635   230.529262            31.244983   \n",
       "std       0.766250      0.022812    10.744575             1.842267   \n",
       "min      66.016600     24.468300   203.682000            27.030300   \n",
       "25%      67.557150     24.503450   224.636500            28.985350   \n",
       "50%      68.134400     24.516600   231.004000            32.000000   \n",
       "75%      68.569950     24.529700   236.743000            32.956750   \n",
       "max      69.098400     24.594400   254.261000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1139.000000  1139.000000  \n",
       "mean      0.350307     0.003512  \n",
       "std       0.477276     0.059183  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>1150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027489</td>\n",
       "      <td>0.040367</td>\n",
       "      <td>0.965749</td>\n",
       "      <td>0.026766</td>\n",
       "      <td>67.871012</td>\n",
       "      <td>24.477360</td>\n",
       "      <td>230.773797</td>\n",
       "      <td>30.042898</td>\n",
       "      <td>0.351304</td>\n",
       "      <td>0.003478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000372</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.265952</td>\n",
       "      <td>0.261679</td>\n",
       "      <td>1.099208</td>\n",
       "      <td>0.032416</td>\n",
       "      <td>10.939755</td>\n",
       "      <td>4.344509</td>\n",
       "      <td>0.477586</td>\n",
       "      <td>0.058900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026406</td>\n",
       "      <td>0.037339</td>\n",
       "      <td>0.389240</td>\n",
       "      <td>-1.257000</td>\n",
       "      <td>65.188700</td>\n",
       "      <td>24.418700</td>\n",
       "      <td>203.615000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027243</td>\n",
       "      <td>0.039707</td>\n",
       "      <td>0.757077</td>\n",
       "      <td>-0.273216</td>\n",
       "      <td>67.026900</td>\n",
       "      <td>24.456400</td>\n",
       "      <td>225.094250</td>\n",
       "      <td>23.051125</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027491</td>\n",
       "      <td>0.040405</td>\n",
       "      <td>0.976063</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.184400</td>\n",
       "      <td>24.467850</td>\n",
       "      <td>230.940000</td>\n",
       "      <td>32.032700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027748</td>\n",
       "      <td>0.041088</td>\n",
       "      <td>1.187855</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.695275</td>\n",
       "      <td>24.500625</td>\n",
       "      <td>237.181750</td>\n",
       "      <td>32.969400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028698</td>\n",
       "      <td>0.042862</td>\n",
       "      <td>1.514200</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>69.624800</td>\n",
       "      <td>24.586000</td>\n",
       "      <td>254.701000</td>\n",
       "      <td>33.969400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1150.000000        1150.000000  1150.000000  1150.000000   \n",
       "mean            0.027489           0.040367     0.965749     0.026766   \n",
       "std             0.000372           0.000999     0.265952     0.261679   \n",
       "min             0.026406           0.037339     0.389240    -1.257000   \n",
       "25%             0.027243           0.039707     0.757077    -0.273216   \n",
       "50%             0.027491           0.040405     0.976063     0.054711   \n",
       "75%             0.027748           0.041088     1.187855     0.054711   \n",
       "max             0.028698           0.042862     1.514200     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1150.000000   1150.000000  1150.000000          1150.000000   \n",
       "mean     67.871012     24.477360   230.773797            30.042898   \n",
       "std       1.099208      0.032416    10.939755             4.344509   \n",
       "min      65.188700     24.418700   203.615000            22.000000   \n",
       "25%      67.026900     24.456400   225.094250            23.051125   \n",
       "50%      68.184400     24.467850   230.940000            32.032700   \n",
       "75%      68.695275     24.500625   237.181750            32.969400   \n",
       "max      69.624800     24.586000   254.701000            33.969400   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1150.000000  1150.000000  \n",
       "mean      0.351304     0.003478  \n",
       "std       0.477586     0.058900  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
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     "text": [
      ".\\valve1\\2.csv\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.00000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "      <td>1075.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.026884</td>\n",
       "      <td>0.040252</td>\n",
       "      <td>0.973053</td>\n",
       "      <td>0.086436</td>\n",
       "      <td>71.672276</td>\n",
       "      <td>25.55476</td>\n",
       "      <td>230.923116</td>\n",
       "      <td>31.703273</td>\n",
       "      <td>0.313488</td>\n",
       "      <td>0.002791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000350</td>\n",
       "      <td>0.000928</td>\n",
       "      <td>0.276491</td>\n",
       "      <td>0.249946</td>\n",
       "      <td>1.024446</td>\n",
       "      <td>0.06864</td>\n",
       "      <td>10.423567</td>\n",
       "      <td>0.573500</td>\n",
       "      <td>0.464127</td>\n",
       "      <td>0.052778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025584</td>\n",
       "      <td>0.037474</td>\n",
       "      <td>0.410492</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>69.243100</td>\n",
       "      <td>25.45720</td>\n",
       "      <td>203.725000</td>\n",
       "      <td>30.001000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026655</td>\n",
       "      <td>0.039610</td>\n",
       "      <td>0.729415</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>71.046550</td>\n",
       "      <td>25.48980</td>\n",
       "      <td>225.132000</td>\n",
       "      <td>31.001700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.026888</td>\n",
       "      <td>0.040297</td>\n",
       "      <td>0.999684</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>71.618600</td>\n",
       "      <td>25.54020</td>\n",
       "      <td>231.144000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027131</td>\n",
       "      <td>0.040918</td>\n",
       "      <td>1.203045</td>\n",
       "      <td>0.218674</td>\n",
       "      <td>72.649800</td>\n",
       "      <td>25.60535</td>\n",
       "      <td>236.417500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.027862</td>\n",
       "      <td>0.042919</td>\n",
       "      <td>1.598950</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>73.421800</td>\n",
       "      <td>25.76210</td>\n",
       "      <td>254.957000</td>\n",
       "      <td>32.998800</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1075.000000        1075.000000  1075.000000  1075.000000   \n",
       "mean            0.026884           0.040252     0.973053     0.086436   \n",
       "std             0.000350           0.000928     0.276491     0.249946   \n",
       "min             0.025584           0.037474     0.410492    -0.601143   \n",
       "25%             0.026655           0.039610     0.729415     0.054711   \n",
       "50%             0.026888           0.040297     0.999684     0.054711   \n",
       "75%             0.027131           0.040918     1.203045     0.218674   \n",
       "max             0.027862           0.042919     1.598950     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1075.000000    1075.00000  1075.000000          1075.000000   \n",
       "mean     71.672276      25.55476   230.923116            31.703273   \n",
       "std       1.024446       0.06864    10.423567             0.573500   \n",
       "min      69.243100      25.45720   203.725000            30.001000   \n",
       "25%      71.046550      25.48980   225.132000            31.001700   \n",
       "50%      71.618600      25.54020   231.144000            32.000000   \n",
       "75%      72.649800      25.60535   236.417500            32.000000   \n",
       "max      73.421800      25.76210   254.957000            32.998800   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1075.000000  1075.000000  \n",
       "mean      0.313488     0.002791  \n",
       "std       0.464127     0.052778  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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     "text": [
      ".\\valve1\\3.csv\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.026957</td>\n",
       "      <td>0.040097</td>\n",
       "      <td>1.340238</td>\n",
       "      <td>0.060704</td>\n",
       "      <td>70.950950</td>\n",
       "      <td>25.496252</td>\n",
       "      <td>230.404491</td>\n",
       "      <td>31.576199</td>\n",
       "      <td>0.351610</td>\n",
       "      <td>0.003481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000378</td>\n",
       "      <td>0.000828</td>\n",
       "      <td>8.554650</td>\n",
       "      <td>0.262680</td>\n",
       "      <td>0.546608</td>\n",
       "      <td>0.043020</td>\n",
       "      <td>12.599248</td>\n",
       "      <td>0.874653</td>\n",
       "      <td>0.477681</td>\n",
       "      <td>0.058925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025732</td>\n",
       "      <td>0.037708</td>\n",
       "      <td>0.389186</td>\n",
       "      <td>-1.257000</td>\n",
       "      <td>69.165700</td>\n",
       "      <td>25.414900</td>\n",
       "      <td>0.625897</td>\n",
       "      <td>29.005000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026702</td>\n",
       "      <td>0.039512</td>\n",
       "      <td>0.752966</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.855900</td>\n",
       "      <td>25.468900</td>\n",
       "      <td>224.989000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.026950</td>\n",
       "      <td>0.040114</td>\n",
       "      <td>1.004280</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>71.108800</td>\n",
       "      <td>25.487900</td>\n",
       "      <td>230.856000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027231</td>\n",
       "      <td>0.040680</td>\n",
       "      <td>1.206840</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>71.290200</td>\n",
       "      <td>25.515800</td>\n",
       "      <td>237.001000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028020</td>\n",
       "      <td>0.042322</td>\n",
       "      <td>206.652000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>72.044700</td>\n",
       "      <td>25.688600</td>\n",
       "      <td>254.249000</td>\n",
       "      <td>32.996600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1149.000000        1149.000000  1149.000000  1149.000000   \n",
       "mean            0.026957           0.040097     1.340238     0.060704   \n",
       "std             0.000378           0.000828     8.554650     0.262680   \n",
       "min             0.025732           0.037708     0.389186    -1.257000   \n",
       "25%             0.026702           0.039512     0.752966     0.054711   \n",
       "50%             0.026950           0.040114     1.004280     0.054711   \n",
       "75%             0.027231           0.040680     1.206840     0.054711   \n",
       "max             0.028020           0.042322   206.652000     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1149.000000   1149.000000  1149.000000          1149.000000   \n",
       "mean     70.950950     25.496252   230.404491            31.576199   \n",
       "std       0.546608      0.043020    12.599248             0.874653   \n",
       "min      69.165700     25.414900     0.625897            29.005000   \n",
       "25%      70.855900     25.468900   224.989000            31.000000   \n",
       "50%      71.108800     25.487900   230.856000            32.000000   \n",
       "75%      71.290200     25.515800   237.001000            32.000000   \n",
       "max      72.044700     25.688600   254.249000            32.996600   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1149.000000  1149.000000  \n",
       "mean      0.351610     0.003481  \n",
       "std       0.477681     0.058925  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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    },
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     "text": [
      ".\\valve1\\4.csv\n"
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    },
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     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "      <td>1095.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027110</td>\n",
       "      <td>0.040433</td>\n",
       "      <td>1.201713</td>\n",
       "      <td>0.074476</td>\n",
       "      <td>70.478726</td>\n",
       "      <td>25.340489</td>\n",
       "      <td>229.891518</td>\n",
       "      <td>31.905063</td>\n",
       "      <td>0.318721</td>\n",
       "      <td>0.003653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000865</td>\n",
       "      <td>6.980430</td>\n",
       "      <td>0.248064</td>\n",
       "      <td>0.886093</td>\n",
       "      <td>0.051068</td>\n",
       "      <td>13.068877</td>\n",
       "      <td>0.548032</td>\n",
       "      <td>0.466194</td>\n",
       "      <td>0.060357</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025975</td>\n",
       "      <td>0.038143</td>\n",
       "      <td>0.384079</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>67.973700</td>\n",
       "      <td>25.214600</td>\n",
       "      <td>1.209740</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026876</td>\n",
       "      <td>0.039831</td>\n",
       "      <td>0.773417</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.125050</td>\n",
       "      <td>25.290050</td>\n",
       "      <td>223.892000</td>\n",
       "      <td>31.992800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027121</td>\n",
       "      <td>0.040453</td>\n",
       "      <td>1.006020</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.604700</td>\n",
       "      <td>25.352100</td>\n",
       "      <td>230.768000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027348</td>\n",
       "      <td>0.041036</td>\n",
       "      <td>1.222370</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>70.937650</td>\n",
       "      <td>25.377800</td>\n",
       "      <td>236.757500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028162</td>\n",
       "      <td>0.042785</td>\n",
       "      <td>231.801000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>72.174100</td>\n",
       "      <td>25.431900</td>\n",
       "      <td>254.614000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1095.000000        1095.000000  1095.000000  1095.000000   \n",
       "mean            0.027110           0.040433     1.201713     0.074476   \n",
       "std             0.000341           0.000865     6.980430     0.248064   \n",
       "min             0.025975           0.038143     0.384079    -0.929070   \n",
       "25%             0.026876           0.039831     0.773417     0.054711   \n",
       "50%             0.027121           0.040453     1.006020     0.054711   \n",
       "75%             0.027348           0.041036     1.222370     0.382638   \n",
       "max             0.028162           0.042785   231.801000     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1095.000000   1095.000000  1095.000000          1095.000000   \n",
       "mean     70.478726     25.340489   229.891518            31.905063   \n",
       "std       0.886093      0.051068    13.068877             0.548032   \n",
       "min      67.973700     25.214600     1.209740            31.000000   \n",
       "25%      70.125050     25.290050   223.892000            31.992800   \n",
       "50%      70.604700     25.352100   230.768000            32.000000   \n",
       "75%      70.937650     25.377800   236.757500            32.000000   \n",
       "max      72.174100     25.431900   254.614000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1095.000000  1095.000000  \n",
       "mean      0.318721     0.003653  \n",
       "std       0.466194     0.060357  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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      ".\\valve1\\5.csv\n"
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.00000</td>\n",
       "      <td>1154.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027259</td>\n",
       "      <td>0.040369</td>\n",
       "      <td>1.167129</td>\n",
       "      <td>0.084548</td>\n",
       "      <td>70.940327</td>\n",
       "      <td>25.159637</td>\n",
       "      <td>230.839492</td>\n",
       "      <td>31.398671</td>\n",
       "      <td>0.34922</td>\n",
       "      <td>0.003466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000419</td>\n",
       "      <td>0.000838</td>\n",
       "      <td>7.101282</td>\n",
       "      <td>0.261901</td>\n",
       "      <td>0.275550</td>\n",
       "      <td>0.053466</td>\n",
       "      <td>12.464528</td>\n",
       "      <td>1.232913</td>\n",
       "      <td>0.47693</td>\n",
       "      <td>0.058798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026126</td>\n",
       "      <td>0.038189</td>\n",
       "      <td>0.374356</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>69.908000</td>\n",
       "      <td>25.056600</td>\n",
       "      <td>1.369790</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.026951</td>\n",
       "      <td>0.039796</td>\n",
       "      <td>0.735958</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.828550</td>\n",
       "      <td>25.111125</td>\n",
       "      <td>225.222250</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027256</td>\n",
       "      <td>0.040377</td>\n",
       "      <td>0.932811</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.974250</td>\n",
       "      <td>25.162500</td>\n",
       "      <td>230.915500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027564</td>\n",
       "      <td>0.040956</td>\n",
       "      <td>1.194965</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>71.153725</td>\n",
       "      <td>25.199775</td>\n",
       "      <td>236.238500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028381</td>\n",
       "      <td>0.042491</td>\n",
       "      <td>242.018000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>71.447300</td>\n",
       "      <td>25.275400</td>\n",
       "      <td>254.568000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1154.000000        1154.000000  1154.000000  1154.000000   \n",
       "mean            0.027259           0.040369     1.167129     0.084548   \n",
       "std             0.000419           0.000838     7.101282     0.261901   \n",
       "min             0.026126           0.038189     0.374356    -0.929070   \n",
       "25%             0.026951           0.039796     0.735958     0.054711   \n",
       "50%             0.027256           0.040377     0.932811     0.054711   \n",
       "75%             0.027564           0.040956     1.194965     0.382638   \n",
       "max             0.028381           0.042491   242.018000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1154.000000   1154.000000  1154.000000          1154.000000   \n",
       "mean     70.940327     25.159637   230.839492            31.398671   \n",
       "std       0.275550      0.053466    12.464528             1.232913   \n",
       "min      69.908000     25.056600     1.369790            29.000000   \n",
       "25%      70.828550     25.111125   225.222250            30.000000   \n",
       "50%      70.974250     25.162500   230.915500            32.000000   \n",
       "75%      71.153725     25.199775   236.238500            32.000000   \n",
       "max      71.447300     25.275400   254.568000            33.000000   \n",
       "\n",
       "          anomaly  changepoint  \n",
       "count  1154.00000  1154.000000  \n",
       "mean      0.34922     0.003466  \n",
       "std       0.47693     0.058798  \n",
       "min       0.00000     0.000000  \n",
       "25%       0.00000     0.000000  \n",
       "50%       0.00000     0.000000  \n",
       "75%       1.00000     0.000000  \n",
       "max       1.00000     1.000000  "
      ]
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "      <td>1154.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027469</td>\n",
       "      <td>0.040493</td>\n",
       "      <td>1.171056</td>\n",
       "      <td>0.064941</td>\n",
       "      <td>69.874411</td>\n",
       "      <td>25.013223</td>\n",
       "      <td>230.564553</td>\n",
       "      <td>31.997424</td>\n",
       "      <td>0.350953</td>\n",
       "      <td>0.003466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000416</td>\n",
       "      <td>0.001115</td>\n",
       "      <td>6.778300</td>\n",
       "      <td>0.257852</td>\n",
       "      <td>0.825751</td>\n",
       "      <td>0.051064</td>\n",
       "      <td>12.647964</td>\n",
       "      <td>0.702813</td>\n",
       "      <td>0.477475</td>\n",
       "      <td>0.058798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025911</td>\n",
       "      <td>0.037424</td>\n",
       "      <td>0.360870</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>68.188900</td>\n",
       "      <td>24.906800</td>\n",
       "      <td>1.236710</td>\n",
       "      <td>30.011700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027160</td>\n",
       "      <td>0.039708</td>\n",
       "      <td>0.729828</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.347950</td>\n",
       "      <td>24.965725</td>\n",
       "      <td>224.917500</td>\n",
       "      <td>31.988200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027481</td>\n",
       "      <td>0.040439</td>\n",
       "      <td>0.991071</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.676750</td>\n",
       "      <td>25.010000</td>\n",
       "      <td>230.847000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027771</td>\n",
       "      <td>0.041142</td>\n",
       "      <td>1.210003</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.062125</td>\n",
       "      <td>25.062300</td>\n",
       "      <td>237.157750</td>\n",
       "      <td>32.012600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028540</td>\n",
       "      <td>0.044457</td>\n",
       "      <td>231.046000</td>\n",
       "      <td>1.366420</td>\n",
       "      <td>71.821500</td>\n",
       "      <td>25.136300</td>\n",
       "      <td>254.621000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1154.000000        1154.000000  1154.000000  1154.000000   \n",
       "mean            0.027469           0.040493     1.171056     0.064941   \n",
       "std             0.000416           0.001115     6.778300     0.257852   \n",
       "min             0.025911           0.037424     0.360870    -0.929070   \n",
       "25%             0.027160           0.039708     0.729828     0.054711   \n",
       "50%             0.027481           0.040439     0.991071     0.054711   \n",
       "75%             0.027771           0.041142     1.210003     0.054711   \n",
       "max             0.028540           0.044457   231.046000     1.366420   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1154.000000   1154.000000  1154.000000          1154.000000   \n",
       "mean     69.874411     25.013223   230.564553            31.997424   \n",
       "std       0.825751      0.051064    12.647964             0.702813   \n",
       "min      68.188900     24.906800     1.236710            30.011700   \n",
       "25%      69.347950     24.965725   224.917500            31.988200   \n",
       "50%      69.676750     25.010000   230.847000            32.000000   \n",
       "75%      70.062125     25.062300   237.157750            32.012600   \n",
       "max      71.821500     25.136300   254.621000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1154.000000  1154.000000  \n",
       "mean      0.350953     0.003466  \n",
       "std       0.477475     0.058798  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
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    },
    {
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     "text": [
      ".\\valve1\\7.csv\n"
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    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "      <td>1094.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027602</td>\n",
       "      <td>0.040367</td>\n",
       "      <td>1.384951</td>\n",
       "      <td>0.066102</td>\n",
       "      <td>70.258711</td>\n",
       "      <td>24.911883</td>\n",
       "      <td>230.325904</td>\n",
       "      <td>31.446240</td>\n",
       "      <td>0.370201</td>\n",
       "      <td>0.003656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>9.940935</td>\n",
       "      <td>0.271766</td>\n",
       "      <td>0.185732</td>\n",
       "      <td>0.033543</td>\n",
       "      <td>14.639219</td>\n",
       "      <td>1.580835</td>\n",
       "      <td>0.483079</td>\n",
       "      <td>0.060384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026426</td>\n",
       "      <td>0.037818</td>\n",
       "      <td>0.394177</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>69.735000</td>\n",
       "      <td>24.847700</td>\n",
       "      <td>0.996576</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027306</td>\n",
       "      <td>0.039716</td>\n",
       "      <td>0.717912</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.116825</td>\n",
       "      <td>24.888450</td>\n",
       "      <td>225.033750</td>\n",
       "      <td>29.972600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027617</td>\n",
       "      <td>0.040375</td>\n",
       "      <td>0.970570</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>70.261900</td>\n",
       "      <td>24.906100</td>\n",
       "      <td>230.783500</td>\n",
       "      <td>32.012900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027928</td>\n",
       "      <td>0.041072</td>\n",
       "      <td>1.196085</td>\n",
       "      <td>0.300656</td>\n",
       "      <td>70.394850</td>\n",
       "      <td>24.929275</td>\n",
       "      <td>237.195250</td>\n",
       "      <td>32.986500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028629</td>\n",
       "      <td>0.043037</td>\n",
       "      <td>234.759000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>70.802600</td>\n",
       "      <td>24.998000</td>\n",
       "      <td>254.413000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1094.000000        1094.000000  1094.000000  1094.000000   \n",
       "mean            0.027602           0.040367     1.384951     0.066102   \n",
       "std             0.000413           0.000956     9.940935     0.271766   \n",
       "min             0.026426           0.037818     0.394177    -0.929070   \n",
       "25%             0.027306           0.039716     0.717912     0.054711   \n",
       "50%             0.027617           0.040375     0.970570     0.054711   \n",
       "75%             0.027928           0.041072     1.196085     0.300656   \n",
       "max             0.028629           0.043037   234.759000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1094.000000   1094.000000  1094.000000          1094.000000   \n",
       "mean     70.258711     24.911883   230.325904            31.446240   \n",
       "std       0.185732      0.033543    14.639219             1.580835   \n",
       "min      69.735000     24.847700     0.996576            28.000000   \n",
       "25%      70.116825     24.888450   225.033750            29.972600   \n",
       "50%      70.261900     24.906100   230.783500            32.012900   \n",
       "75%      70.394850     24.929275   237.195250            32.986500   \n",
       "max      70.802600     24.998000   254.413000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1094.000000  1094.000000  \n",
       "mean      0.370201     0.003656  \n",
       "std       0.483079     0.060384  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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     "data": {
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "      <td>1144.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027604</td>\n",
       "      <td>0.041142</td>\n",
       "      <td>1.183785</td>\n",
       "      <td>0.073057</td>\n",
       "      <td>69.551782</td>\n",
       "      <td>24.846838</td>\n",
       "      <td>230.671944</td>\n",
       "      <td>31.480010</td>\n",
       "      <td>0.349650</td>\n",
       "      <td>0.003497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000436</td>\n",
       "      <td>0.001145</td>\n",
       "      <td>6.939522</td>\n",
       "      <td>0.261425</td>\n",
       "      <td>0.371920</td>\n",
       "      <td>0.015667</td>\n",
       "      <td>12.789339</td>\n",
       "      <td>0.876129</td>\n",
       "      <td>0.477068</td>\n",
       "      <td>0.059054</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026384</td>\n",
       "      <td>0.038173</td>\n",
       "      <td>0.355411</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>68.797100</td>\n",
       "      <td>24.813000</td>\n",
       "      <td>1.100050</td>\n",
       "      <td>29.033300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027285</td>\n",
       "      <td>0.040347</td>\n",
       "      <td>0.764157</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.225975</td>\n",
       "      <td>24.834000</td>\n",
       "      <td>224.598500</td>\n",
       "      <td>30.983700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027619</td>\n",
       "      <td>0.041129</td>\n",
       "      <td>0.991051</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.597700</td>\n",
       "      <td>24.846850</td>\n",
       "      <td>230.882500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027920</td>\n",
       "      <td>0.041885</td>\n",
       "      <td>1.198972</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>69.853425</td>\n",
       "      <td>24.856225</td>\n",
       "      <td>236.948500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028730</td>\n",
       "      <td>0.044458</td>\n",
       "      <td>235.522000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>70.322400</td>\n",
       "      <td>24.900600</td>\n",
       "      <td>254.507000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1144.000000        1144.000000  1144.000000  1144.000000   \n",
       "mean            0.027604           0.041142     1.183785     0.073057   \n",
       "std             0.000436           0.001145     6.939522     0.261425   \n",
       "min             0.026384           0.038173     0.355411    -0.601143   \n",
       "25%             0.027285           0.040347     0.764157     0.054711   \n",
       "50%             0.027619           0.041129     0.991051     0.054711   \n",
       "75%             0.027920           0.041885     1.198972     0.382638   \n",
       "max             0.028730           0.044458   235.522000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1144.000000   1144.000000  1144.000000          1144.000000   \n",
       "mean     69.551782     24.846838   230.671944            31.480010   \n",
       "std       0.371920      0.015667    12.789339             0.876129   \n",
       "min      68.797100     24.813000     1.100050            29.033300   \n",
       "25%      69.225975     24.834000   224.598500            30.983700   \n",
       "50%      69.597700     24.846850   230.882500            32.000000   \n",
       "75%      69.853425     24.856225   236.948500            32.000000   \n",
       "max      70.322400     24.900600   254.507000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1144.000000  1144.000000  \n",
       "mean      0.349650     0.003497  \n",
       "std       0.477068     0.059054  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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       "      <th>Accelerometer2RMS</th>\n",
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       "  <tbody>\n",
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       "      <th>count</th>\n",
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       "      <td>1148.000000</td>\n",
       "      <td>1148.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027637</td>\n",
       "      <td>0.041106</td>\n",
       "      <td>1.563853</td>\n",
       "      <td>0.051854</td>\n",
       "      <td>69.292892</td>\n",
       "      <td>24.789874</td>\n",
       "      <td>229.904255</td>\n",
       "      <td>30.748292</td>\n",
       "      <td>0.350174</td>\n",
       "      <td>0.003484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000470</td>\n",
       "      <td>0.001319</td>\n",
       "      <td>11.435443</td>\n",
       "      <td>0.263382</td>\n",
       "      <td>0.646443</td>\n",
       "      <td>0.026985</td>\n",
       "      <td>16.235582</td>\n",
       "      <td>2.154293</td>\n",
       "      <td>0.477232</td>\n",
       "      <td>0.058951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.025958</td>\n",
       "      <td>0.037496</td>\n",
       "      <td>0.385897</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>67.117900</td>\n",
       "      <td>24.722600</td>\n",
       "      <td>1.222410</td>\n",
       "      <td>26.038500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027277</td>\n",
       "      <td>0.040163</td>\n",
       "      <td>0.725281</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.935625</td>\n",
       "      <td>24.774200</td>\n",
       "      <td>224.140500</td>\n",
       "      <td>27.981800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027667</td>\n",
       "      <td>0.041104</td>\n",
       "      <td>0.993634</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.255050</td>\n",
       "      <td>24.789700</td>\n",
       "      <td>230.949000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.028000</td>\n",
       "      <td>0.042017</td>\n",
       "      <td>1.210815</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.814725</td>\n",
       "      <td>24.805600</td>\n",
       "      <td>236.844000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028844</td>\n",
       "      <td>0.045301</td>\n",
       "      <td>229.175000</td>\n",
       "      <td>1.694350</td>\n",
       "      <td>70.382000</td>\n",
       "      <td>24.858300</td>\n",
       "      <td>254.576000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1148.000000        1148.000000  1148.000000  1148.000000   \n",
       "mean            0.027637           0.041106     1.563853     0.051854   \n",
       "std             0.000470           0.001319    11.435443     0.263382   \n",
       "min             0.025958           0.037496     0.385897    -0.929070   \n",
       "25%             0.027277           0.040163     0.725281     0.054711   \n",
       "50%             0.027667           0.041104     0.993634     0.054711   \n",
       "75%             0.028000           0.042017     1.210815     0.054711   \n",
       "max             0.028844           0.045301   229.175000     1.694350   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1148.000000   1148.000000  1148.000000          1148.000000   \n",
       "mean     69.292892     24.789874   229.904255            30.748292   \n",
       "std       0.646443      0.026985    16.235582             2.154293   \n",
       "min      67.117900     24.722600     1.222410            26.038500   \n",
       "25%      68.935625     24.774200   224.140500            27.981800   \n",
       "50%      69.255050     24.789700   230.949000            32.000000   \n",
       "75%      69.814725     24.805600   236.844000            32.000000   \n",
       "max      70.382000     24.858300   254.576000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1148.000000  1148.000000  \n",
       "mean      0.350174     0.003484  \n",
       "std       0.477232     0.058951  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
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    },
    {
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      ".\\valve2\\0.csv\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "      <td>1125.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027595</td>\n",
       "      <td>0.039414</td>\n",
       "      <td>1.578356</td>\n",
       "      <td>0.038971</td>\n",
       "      <td>68.759219</td>\n",
       "      <td>24.329524</td>\n",
       "      <td>230.316765</td>\n",
       "      <td>32.038678</td>\n",
       "      <td>0.350222</td>\n",
       "      <td>0.003556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000365</td>\n",
       "      <td>0.001030</td>\n",
       "      <td>11.757032</td>\n",
       "      <td>0.260521</td>\n",
       "      <td>1.442933</td>\n",
       "      <td>0.030782</td>\n",
       "      <td>16.051073</td>\n",
       "      <td>0.584108</td>\n",
       "      <td>0.477252</td>\n",
       "      <td>0.059549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026713</td>\n",
       "      <td>0.036556</td>\n",
       "      <td>0.388312</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>65.089000</td>\n",
       "      <td>24.263500</td>\n",
       "      <td>0.755252</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027337</td>\n",
       "      <td>0.038737</td>\n",
       "      <td>0.747805</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.600900</td>\n",
       "      <td>24.302500</td>\n",
       "      <td>224.445000</td>\n",
       "      <td>31.963700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027589</td>\n",
       "      <td>0.039446</td>\n",
       "      <td>0.984952</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.408400</td>\n",
       "      <td>24.334700</td>\n",
       "      <td>230.925000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027831</td>\n",
       "      <td>0.040175</td>\n",
       "      <td>1.210770</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.801200</td>\n",
       "      <td>24.353100</td>\n",
       "      <td>237.140000</td>\n",
       "      <td>32.037400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.030677</td>\n",
       "      <td>0.042154</td>\n",
       "      <td>243.829000</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>70.474800</td>\n",
       "      <td>24.402800</td>\n",
       "      <td>255.169000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1125.000000        1125.000000  1125.000000  1125.000000   \n",
       "mean            0.027595           0.039414     1.578356     0.038971   \n",
       "std             0.000365           0.001030    11.757032     0.260521   \n",
       "min             0.026713           0.036556     0.388312    -0.929070   \n",
       "25%             0.027337           0.038737     0.747805     0.054711   \n",
       "50%             0.027589           0.039446     0.984952     0.054711   \n",
       "75%             0.027831           0.040175     1.210770     0.054711   \n",
       "max             0.030677           0.042154   243.829000     0.710565   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1125.000000   1125.000000  1125.000000          1125.000000   \n",
       "mean     68.759219     24.329524   230.316765            32.038678   \n",
       "std       1.442933      0.030782    16.051073             0.584108   \n",
       "min      65.089000     24.263500     0.755252            31.000000   \n",
       "25%      67.600900     24.302500   224.445000            31.963700   \n",
       "50%      69.408400     24.334700   230.925000            32.000000   \n",
       "75%      69.801200     24.353100   237.140000            32.037400   \n",
       "max      70.474800     24.402800   255.169000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1125.000000  1125.000000  \n",
       "mean      0.350222     0.003556  \n",
       "std       0.477252     0.059549  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
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       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>1063.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027663</td>\n",
       "      <td>0.040037</td>\n",
       "      <td>1.195240</td>\n",
       "      <td>0.048541</td>\n",
       "      <td>67.895174</td>\n",
       "      <td>24.265096</td>\n",
       "      <td>229.924824</td>\n",
       "      <td>31.472275</td>\n",
       "      <td>0.313264</td>\n",
       "      <td>0.003763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000333</td>\n",
       "      <td>0.001086</td>\n",
       "      <td>7.113407</td>\n",
       "      <td>0.270689</td>\n",
       "      <td>0.695198</td>\n",
       "      <td>0.021573</td>\n",
       "      <td>13.259556</td>\n",
       "      <td>1.314535</td>\n",
       "      <td>0.464039</td>\n",
       "      <td>0.061256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026455</td>\n",
       "      <td>0.036972</td>\n",
       "      <td>0.394058</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>66.201900</td>\n",
       "      <td>24.217000</td>\n",
       "      <td>0.580776</td>\n",
       "      <td>28.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027434</td>\n",
       "      <td>0.039276</td>\n",
       "      <td>0.753505</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.412450</td>\n",
       "      <td>24.252950</td>\n",
       "      <td>223.570000</td>\n",
       "      <td>31.039050</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027674</td>\n",
       "      <td>0.040098</td>\n",
       "      <td>1.002720</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.955000</td>\n",
       "      <td>24.267200</td>\n",
       "      <td>230.634000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027892</td>\n",
       "      <td>0.040828</td>\n",
       "      <td>1.194580</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.515500</td>\n",
       "      <td>24.277450</td>\n",
       "      <td>236.960000</td>\n",
       "      <td>32.038900</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028554</td>\n",
       "      <td>0.043122</td>\n",
       "      <td>232.734000</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>69.098200</td>\n",
       "      <td>24.332300</td>\n",
       "      <td>254.125000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1063.000000        1063.000000  1063.000000  1063.000000   \n",
       "mean            0.027663           0.040037     1.195240     0.048541   \n",
       "std             0.000333           0.001086     7.113407     0.270689   \n",
       "min             0.026455           0.036972     0.394058    -0.929070   \n",
       "25%             0.027434           0.039276     0.753505     0.054711   \n",
       "50%             0.027674           0.040098     1.002720     0.054711   \n",
       "75%             0.027892           0.040828     1.194580     0.054711   \n",
       "max             0.028554           0.043122   232.734000     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1063.000000   1063.000000  1063.000000          1063.000000   \n",
       "mean     67.895174     24.265096   229.924824            31.472275   \n",
       "std       0.695198      0.021573    13.259556             1.314535   \n",
       "min      66.201900     24.217000     0.580776            28.040000   \n",
       "25%      67.412450     24.252950   223.570000            31.039050   \n",
       "50%      67.955000     24.267200   230.634000            32.000000   \n",
       "75%      68.515500     24.277450   236.960000            32.038900   \n",
       "max      69.098200     24.332300   254.125000            33.000000   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1063.000000  1063.000000  \n",
       "mean      0.313264     0.003763  \n",
       "std       0.464039     0.061256  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
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       "      <th>count</th>\n",
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       "      <td>1129.000000</td>\n",
       "      <td>1129.000000</td>\n",
       "      <td>1129.000000</td>\n",
       "      <td>1129.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027610</td>\n",
       "      <td>0.040199</td>\n",
       "      <td>0.984195</td>\n",
       "      <td>0.071848</td>\n",
       "      <td>68.038492</td>\n",
       "      <td>24.200085</td>\n",
       "      <td>230.906186</td>\n",
       "      <td>31.585149</td>\n",
       "      <td>0.349867</td>\n",
       "      <td>0.003543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000369</td>\n",
       "      <td>0.001238</td>\n",
       "      <td>0.268601</td>\n",
       "      <td>0.270217</td>\n",
       "      <td>0.834562</td>\n",
       "      <td>0.024996</td>\n",
       "      <td>10.475457</td>\n",
       "      <td>0.771671</td>\n",
       "      <td>0.477139</td>\n",
       "      <td>0.059444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026528</td>\n",
       "      <td>0.036425</td>\n",
       "      <td>0.383591</td>\n",
       "      <td>-0.601143</td>\n",
       "      <td>65.705000</td>\n",
       "      <td>24.147100</td>\n",
       "      <td>204.164000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027365</td>\n",
       "      <td>0.039321</td>\n",
       "      <td>0.767588</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.408400</td>\n",
       "      <td>24.178400</td>\n",
       "      <td>225.513000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027606</td>\n",
       "      <td>0.040245</td>\n",
       "      <td>1.001410</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.264000</td>\n",
       "      <td>24.199300</td>\n",
       "      <td>231.132000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027847</td>\n",
       "      <td>0.041092</td>\n",
       "      <td>1.212050</td>\n",
       "      <td>0.382638</td>\n",
       "      <td>68.721700</td>\n",
       "      <td>24.220800</td>\n",
       "      <td>236.728000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.031339</td>\n",
       "      <td>0.043516</td>\n",
       "      <td>1.525770</td>\n",
       "      <td>1.038490</td>\n",
       "      <td>69.333900</td>\n",
       "      <td>24.255400</td>\n",
       "      <td>254.734000</td>\n",
       "      <td>32.960300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS      Current     Pressure  \\\n",
       "count        1129.000000        1129.000000  1129.000000  1129.000000   \n",
       "mean            0.027610           0.040199     0.984195     0.071848   \n",
       "std             0.000369           0.001238     0.268601     0.270217   \n",
       "min             0.026528           0.036425     0.383591    -0.601143   \n",
       "25%             0.027365           0.039321     0.767588     0.054711   \n",
       "50%             0.027606           0.040245     1.001410     0.054711   \n",
       "75%             0.027847           0.041092     1.212050     0.382638   \n",
       "max             0.031339           0.043516     1.525770     1.038490   \n",
       "\n",
       "       Temperature  Thermocouple      Voltage  Volume Flow RateRMS  \\\n",
       "count  1129.000000   1129.000000  1129.000000          1129.000000   \n",
       "mean     68.038492     24.200085   230.906186            31.585149   \n",
       "std       0.834562      0.024996    10.475457             0.771671   \n",
       "min      65.705000     24.147100   204.164000            30.000000   \n",
       "25%      67.408400     24.178400   225.513000            31.000000   \n",
       "50%      68.264000     24.199300   231.132000            32.000000   \n",
       "75%      68.721700     24.220800   236.728000            32.000000   \n",
       "max      69.333900     24.255400   254.734000            32.960300   \n",
       "\n",
       "           anomaly  changepoint  \n",
       "count  1129.000000  1129.000000  \n",
       "mean      0.349867     0.003543  \n",
       "std       0.477139     0.059444  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       1.000000     0.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\valve2\\3.csv\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accelerometer1RMS</th>\n",
       "      <th>Accelerometer2RMS</th>\n",
       "      <th>Current</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Thermocouple</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Volume Flow RateRMS</th>\n",
       "      <th>anomaly</th>\n",
       "      <th>changepoint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "      <td>995.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027484</td>\n",
       "      <td>0.039381</td>\n",
       "      <td>0.946316</td>\n",
       "      <td>0.061302</td>\n",
       "      <td>68.422053</td>\n",
       "      <td>24.144166</td>\n",
       "      <td>230.839043</td>\n",
       "      <td>31.055089</td>\n",
       "      <td>0.396985</td>\n",
       "      <td>0.004020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000329</td>\n",
       "      <td>0.001269</td>\n",
       "      <td>0.270188</td>\n",
       "      <td>0.253414</td>\n",
       "      <td>0.909200</td>\n",
       "      <td>0.023696</td>\n",
       "      <td>10.595899</td>\n",
       "      <td>1.601005</td>\n",
       "      <td>0.489519</td>\n",
       "      <td>0.063309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.026671</td>\n",
       "      <td>0.036098</td>\n",
       "      <td>0.386527</td>\n",
       "      <td>-0.929070</td>\n",
       "      <td>66.107800</td>\n",
       "      <td>24.096200</td>\n",
       "      <td>203.891000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.027257</td>\n",
       "      <td>0.038474</td>\n",
       "      <td>0.714065</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>67.776350</td>\n",
       "      <td>24.122850</td>\n",
       "      <td>225.202500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.027486</td>\n",
       "      <td>0.039386</td>\n",
       "      <td>0.945265</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>68.676700</td>\n",
       "      <td>24.146400</td>\n",
       "      <td>231.070000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.027713</td>\n",
       "      <td>0.040323</td>\n",
       "      <td>1.176545</td>\n",
       "      <td>0.054711</td>\n",
       "      <td>69.204750</td>\n",
       "      <td>24.162300</td>\n",
       "      <td>237.031500</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028377</td>\n",
       "      <td>0.042918</td>\n",
       "      <td>1.536930</td>\n",
       "      <td>0.710565</td>\n",
       "      <td>69.832200</td>\n",
       "      <td>24.204700</td>\n",
       "      <td>253.830000</td>\n",
       "      <td>32.958100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Accelerometer1RMS  Accelerometer2RMS     Current    Pressure  \\\n",
       "count         995.000000         995.000000  995.000000  995.000000   \n",
       "mean            0.027484           0.039381    0.946316    0.061302   \n",
       "std             0.000329           0.001269    0.270188    0.253414   \n",
       "min             0.026671           0.036098    0.386527   -0.929070   \n",
       "25%             0.027257           0.038474    0.714065    0.054711   \n",
       "50%             0.027486           0.039386    0.945265    0.054711   \n",
       "75%             0.027713           0.040323    1.176545    0.054711   \n",
       "max             0.028377           0.042918    1.536930    0.710565   \n",
       "\n",
       "       Temperature  Thermocouple     Voltage  Volume Flow RateRMS     anomaly  \\\n",
       "count   995.000000    995.000000  995.000000           995.000000  995.000000   \n",
       "mean     68.422053     24.144166  230.839043            31.055089    0.396985   \n",
       "std       0.909200      0.023696   10.595899             1.601005    0.489519   \n",
       "min      66.107800     24.096200  203.891000            28.000000    0.000000   \n",
       "25%      67.776350     24.122850  225.202500            29.000000    0.000000   \n",
       "50%      68.676700     24.146400  231.070000            32.000000    0.000000   \n",
       "75%      69.204750     24.162300  237.031500            32.000000    1.000000   \n",
       "max      69.832200     24.204700  253.830000            32.958100    1.000000   \n",
       "\n",
       "       changepoint  \n",
       "count   995.000000  \n",
       "mean      0.004020  \n",
       "std       0.063309  \n",
       "min       0.000000  \n",
       "25%       0.000000  \n",
       "50%       0.000000  \n",
       "75%       0.000000  \n",
       "max       1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(dfs)):\n",
    "    print(all_files[i].replace(\"/\",\"\\\\\"))\n",
    "    display(dfs[i].describe())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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   "toc_position": {},
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